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mirror of https://github.com/boostorg/math.git synced 2026-01-28 19:32:08 +00:00

Merge accumulated changes from Trunk for Boost.Math - see documentation for a full lost of changes.

[SVN r80432]
This commit is contained in:
John Maddock
2012-09-07 08:43:19 +00:00
474 changed files with 18068 additions and 4768 deletions

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doc/sf_and_dist/airy.qbk Normal file
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@@ -0,0 +1,224 @@
[/
Copyright (c) 2012 John Maddock
Use, modification and distribution are subject to the
Boost Software License, Version 1.0. (See accompanying file
LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
]
[section:airy Airy Functions]
[section:ai Airy Ai Function]
[heading Synopsis]
``
#include <boost/math/special_functions/airy.hpp>
``
namespace boost { namespace math {
template <class T>
``__sf_result`` airy_ai(T x);
template <class T, class Policy>
``__sf_result`` airy_ai(T x, const Policy&);
}} // namespaces
[heading Description]
The function __airy_ai calculates the Airy function Ai which is the first solution
to the differential equation:
[equation airy]
See Weisstein, Eric W. "Airy Functions." From MathWorld--A Wolfram Web Resource.
[@http://mathworld.wolfram.com/AiryFunctions.html];
[optional_policy]
The following graph illustrates how this function changes as /x/ changes: for negative /x/
the function is cyclic, while for positive /x/ the value tends to zero:
[graph airy_ai]
[heading Accuracy]
This function is implemented entirely in terms of the Bessel functions
__cyl_bessel_j and __cyl_bessel_k - refer to those functions for detailed accuracy information.
In general though, the relative error is low (less than 100 [epsilon]) for /x > 0/ while
only the absolute error is low for /x < 0/.
[heading Testing]
Since this function is implemented in terms of other special functions, there are only a few
basic sanity checks, using test values from [@http://functions.wolfram.com/ Wolfram Airy Functions].
[heading Implementation]
This function is implemented in terms of the Bessel functions using the relations:
[equation airy_ai]
[endsect]
[section:bi Airy Bi Function]
[heading Synopsis]
``
#include <boost/math/special_functions/airy.hpp>
``
namespace boost { namespace math {
template <class T>
``__sf_result`` airy_bi(T x);
template <class T, class Policy>
``__sf_result`` airy_bi(T x, const Policy&);
}} // namespaces
[heading Description]
The function __airy_bi calculates the Airy function Bi which is the second solution to the differential equation:
[equation airy]
[optional_policy]
The following graph illustrates how this function changes as /x/ changes: for negative /x/
the function is cyclic, while for positive /x/ the value tends to infinity:
[graph airy_bi]
[heading Accuracy]
This function is implemented entirely in terms of the Bessel functions
__cyl_bessel_i and __cyl_bessel_j - refer to those functions for detailed accuracy information.
In general though, the relative error is low (less than 100 [epsilon]) for /x > 0/ while
only the absolute error is low for /x < 0/.
[heading Testing]
Since this function is implemented in terms of other special functions, there are only a few
basic sanity checks, using test values from [@http://functions.wolfram.com functions.wolfram.com].
[heading Implementation]
This function is implemented in terms of the Bessel functions using the relations:
[equation airy_bi]
[endsect]
[section:aip Airy Ai' Function]
[heading Synopsis]
``
#include <boost/math/special_functions/airy.hpp>
``
namespace boost { namespace math {
template <class T>
``__sf_result`` airy_ai_prime(T x);
template <class T, class Policy>
``__sf_result`` airy_ai_prime(T x, const Policy&);
}} // namespaces
[heading Description]
The function __airy_ai_prime calculates the Airy function Ai' which is the derivative of the first solution to the differential equation:
[equation airy]
[optional_policy]
The following graph illustrates how this function changes as /x/ changes: for negative /x/
the function is cyclic, while for positive /x/ the value tends to zero:
[graph airy_aip]
[heading Accuracy]
This function is implemented entirely in terms of the Bessel functions
__cyl_bessel_j and __cyl_bessel_k - refer to those functions for detailed accuracy information.
In general though, the relative error is low (less than 100 [epsilon]) for /x > 0/ while
only the absolute error is low for /x < 0/.
[heading Testing]
Since this function is implemented in terms of other special functions, there are only a few
basic sanity checks, using test values from [@http://functions.wolfram.com functions.wolfram.com].
[heading Implementation]
This function is implemented in terms of the Bessel functions using the relations:
[equation airy_aip]
[endsect]
[section:bip Airy Bi' Function]
[heading Synopsis]
``
#include <boost/math/special_functions/airy.hpp>
``
namespace boost { namespace math {
template <class T>
``__sf_result`` airy_bi_prime(T x);
template <class T, class Policy>
``__sf_result`` airy_bi_prime(T x, const Policy&);
}} // namespaces
[heading Description]
The function __airy_bi_prime calculates the Airy function Bi' which is the derivative of the second solution to the differential equation:
[equation airy]
[optional_policy]
The following graph illustrates how this function changes as /x/ changes: for negative /x/
the function is cyclic, while for positive /x/ the value tends to infinity:
[graph airy_bi]
[heading Accuracy]
This function is implemented entirely in terms of the Bessel functions
__cyl_bessel_i and __cyl_bessel_j - refer to those functions for detailed accuracy information.
In general though, the relative error is low (less than 100 [epsilon]) for /x > 0/ while
only the absolute error is low for /x < 0/.
[heading Testing]
Since this function is implemented in terms of other special functions, there are only a few
basic sanity checks, using test values from [@http://functions.wolfram.com functions.wolfram.com].
[heading Implementation]
This function is implemented in terms of the Bessel functions using the relations:
[equation airy_bip]
[endsect]
[endsect]

View File

@@ -34,26 +34,27 @@ see [link math_toolkit.constants.tutorial.templ use in template code].
[section:non_templ Use in non-template code]
When using the math constants at your chosen fixed precision in non-template code,
you can simply add a `using` declaration, for example, `using boost::math::double_constants`,
you can simply add a `using namespace` declaration, for example,
`using namespace boost::math::double_constants`,
to make the constants of the correct precision for your code
visible in the current scope, and then use each constant ['as a simple variable]:
visible in the current scope, and then use each constant ['as a simple variable - sans brackets]:
#include <boost/math/constants.hpp>
#include <boost/math/constants/constants.hpp>
double area(double r)
{
using boost::math::double_constants;
using namespace boost::math::double_constants;
return pi * r * r;
}
Had our function been written as taking a `float` rather than a `double`,
we could have written instead:
#include <boost/math/constants.hpp>
#include <boost/math/constants/constants.hpp>
float area(float r)
{
using boost::math::float_constants;
using namespace boost::math::float_constants;
return pi * r * r;
}
@@ -62,6 +63,8 @@ are available in the namespace `boost::math::long_double_constants`.
You can see the full list of available constants at [link math_toolkit.constants.constants].
Some examples of using constants are at [@../../../example/constants_eg1.cpp constants_eg1].
[endsect]
[section:templ Use in template code]
@@ -71,7 +74,7 @@ we use a constant of the correct precision for our template parameters.
We can do this by calling the function-template versions, `pi<FPType>()`, of the constants
like this:
#include <boost/math/constants.hpp>
#include <boost/math/constants/constants.hpp>
template <class Real>
Real area(Real r)
@@ -139,7 +142,7 @@ You can also avoid this by being explicit about the type of `Area`.
The syntax for using the function-call constants with user-defined types is the same
as it is in the template class, which is to say we use:
#include <boost/math/constants.hpp>
#include <boost/math/constants/constants.hpp>
boost::math::constants::pi<UserDefinedType>();
@@ -652,7 +655,7 @@ This class is used in Boost.Math and an option when using big_number projects to
[h5 GMP and MPFR]
[@gmplib.org GMP] and [@http://www.mpfr.org/ MPFR] have also been used to compute constants,
[@http://gmplib.org GMP] and [@http://www.mpfr.org/ MPFR] have also been used to compute constants,
but are licensed under the [@http://www.gnu.org/copyleft/lesser.html Lesser GPL license]
and are [*not licensed for commercial use].
@@ -704,7 +707,13 @@ Some physical constants may be available in Boost.Units.
[endsect] [/section:FAQ FAQ]
[endsect]
[endsect] [/section:constants Mathematical Constants]
[/
Copyright 2012 John Maddock and Paul A. Bristow.
Distributed under the Boost Software License, Version 1.0.
(See accompanying file LICENSE_1_0.txt or copy at
http://www.boost.org/LICENSE_1_0.txt).
]

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@@ -26,19 +26,19 @@ Johan R'''&#xE5;'''de wrote the optimised floating-point classification
and manipulation code, and nonfinite facets to permit C99 output of infinities and NaNs.
(nonfinite facets were not added until Boost 1.47 but had been in use with Boost.Spirit).
This library was based on a suggestion from Robert Ramey, author of Boost.Serialization.
Paul A. Bristow expressed the need for better handling of
Paul A. Bristow expressed the need for better handling of
[@http://www.open-std.org/jtc1/sc22/wg21/docs/papers/2006/n2022.pdf
Input & Output of NaN and infinity for the C++ Standard Library]
and suggested following the C99 format.
Antony Polukhin improved lexical cast avoiding stringstream so that
Antony Polukhin improved lexical cast avoiding stringstream so that
it was no longer necessary to use a globale C99 facet to handle nonfinites.
H'''&#xE5;'''kan Ard'''&#xF6;''',
Boris Gubenko, John Maddock,
Markus Sch'''&#xF6;'''pflin
and Olivier Verdier tested the floating-point library and
Martin Bonner, Peter Dimov and John Maddock provided valuable advice.
and Olivier Verdier tested the floating-point library and
Martin Bonner, Peter Dimov and John Maddock provided valuable advice.
Gautam Sewani coded the logistic distribution as part of a Google Summer of Code project 2008.
@@ -46,7 +46,8 @@ M. A. (Thijs) van den Berg coded the Laplace distribution.
(Thijs has also threatened to implement some multivariate distributions).
Thomas Mang requested the inverse gamma in chi squared distributions
for Bayesian applications and helped in their implementation.
for Bayesian applications and helped in their implementation,
and provided a nice example of their use.
Professor Nico Temme for advice on the inverse incomplete beta function.
@@ -60,22 +61,17 @@ We are grateful to Joel Guzman for helping us stress-test his
program used to generate the html and pdf versions
of this document, adding several new features en route.
Thanks to Mark Coleman and Georgi Boshnakov for spot test values
from __Mathematica, and of course,
to Eric Weissten for nurturing __Mathworld, an invaluable resource.
The Skew-normal distribution and Owen's t function were written by Benjamin Sobotta.
Plots of the functions and distributions were prepared in
[@http://www.w3.org/ W3C] standard
[@http://www.svg.org/ Scalable Vector Graphic (SVG)] format
using a program created by Jacob Voytko during a
[@http://code.google.com/soc/2007/ Google Summer of Code (2007)].
Since browser support for rendering SVG is still not universal
(Microsoft Internet Explorer, even IE 8 beta, still lacks native SVG support
From 2012, the latest versions of all Internet Browsers have support
for rendering SVG (with varying quality). Older versions, especially
(Microsoft Internet Explorer (before IE 9) lack native SVG support
but can be made to work with
[@http://www.adobe.com/svg/viewer/install/ Adobe's free SVG viewer] plugin),
so the SVG files were batch converted to JPEG using
[@http://www.adobe.com/svg/viewer/install/ Adobe's free SVG viewer] plugin).
The SVG files can be converted to JPEG or PNG using
[@http://www.inkscape.org/ Inkscape].
We are also indebted to Matthias Schabel for managing the formal Boost-review
@@ -83,10 +79,21 @@ of this library, and to all the reviewers - including Guillaume Melquiond,
Arnaldur Gylfason, John Phillips, Stephan Tolksdorf and Jeff Garland
- for their many helpful comments.
Thanks to Mark Coleman and Georgi Boshnakov for spot test values
from __Mathematica, and of course,
to Eric Weissten for nurturing __Mathworld, an invaluable resource.
The Skew-normal distribution and Owen's t function were written by Benjamin Sobotta.
We thank Thomas Mang for persuading us to allow t distributions
to have infinite degrees of freedom
and contributing to some long discussions about how to improve accuracy
for large non-centrality and/or large degrees of freedom.
[endsect] [/section:credits Credits and Acknowledgements]
[/
Copyright 2006, 2007, 2008, 2009, 2010 John Maddock and Paul A. Bristow.
Copyright 2006, 2007, 2008, 2009, 2010, 2012 John Maddock and Paul A. Bristow.
Distributed under the Boost Software License, Version 1.0.
(See accompanying file LICENSE_1_0.txt or copy at
http://www.boost.org/LICENSE_1_0.txt).

View File

@@ -1,4 +1,5 @@
[/ def names all end in distrib to avoid clashes with names of functions]
[def __binomial_distrib [link math_toolkit.dist.dist_ref.dists.binomial_dist Binomial Distribution]]
[def __chi_squared_distrib [link math_toolkit.dist.dist_ref.dists.chi_squared_dist Chi Squared Distribution]]
[def __normal_distrib [link math_toolkit.dist.dist_ref.dists.normal_dist Normal Distribution]]

View File

@@ -105,7 +105,7 @@ the binomial distribution with a single trial should be used, for example:
[h4 References]
* [@http://en.wikipedia.org/wiki/Bernoulli_distribution Wikpedia Bernoulli distribution]
* [@ Weisstein, Eric W. "Bernoulli Distribution." From MathWorld--A Wolfram Web Resource.]
* [@http://mathworld.wolfram.com/BernoulliDistribution.html Weisstein, Eric W. "Bernoulli Distribution." From MathWorld--A Wolfram Web Resource.]
[endsect][/section:bernoulli_dist bernoulli]

View File

@@ -58,7 +58,7 @@ The class type `binomial_distribution` represents a
it is used when there are exactly two mutually
exclusive outcomes of a trial. These outcomes are labelled
"success" and "failure". The
[@ binomial distribution] is used to obtain
__binomial_distrib is used to obtain
the probability of observing k successes in N trials, with the
probability of success on a single trial denoted by p. The
binomial distribution assumes that p is fixed for all trials.
@@ -394,7 +394,7 @@ There are also various special cases: refer to the code for details. ]]
* [@http://en.wikipedia.org/wiki/Beta_distribution Wikipedia binomial distribution].
* [@http://www.itl.nist.gov/div898/handbook/eda/section3/eda366i.htm NIST Explorary Data Analysis].
[endsect][/section:binomial_dist Binomial]
[endsect] [/section:binomial_dist Binomial]
[/ binomial.qbk
Copyright 2006 John Maddock and Paul A. Bristow.

View File

@@ -2,9 +2,9 @@
``#include <boost/math/distributions/non_central_t.hpp>``
namespace boost{ namespace math{
namespace boost{ namespace math{
template <class RealType = double,
template <class RealType = double,
class ``__Policy`` = ``__policy_class`` >
class non_central_t_distribution;
@@ -23,18 +23,18 @@
// Accessor to degrees_of_freedom parameter v:
RealType degrees_of_freedom()const;
// Accessor to non-centrality parameter lambda:
// Accessor to non-centrality parameter delta:
RealType non_centrality()const;
};
}} // namespaces
The noncentral T distribution is a generalization of the __students_t_distrib.
Let X have a normal distribution with mean [delta] and variance 1, and let
Let X have a normal distribution with mean [delta] and variance 1, and let
[nu] S[super 2] have
a chi-squared distribution with degrees of freedom [nu]. Assume that
a chi-squared distribution with degrees of freedom [nu]. Assume that
X and S[super 2] are independent. The
distribution of t[sub [nu]]([delta])=X/S is called a
distribution of t[sub [nu]]([delta])=X/S is called a
noncentral t distribution with degrees of freedom [nu] and noncentrality
parameter [delta].
@@ -45,25 +45,26 @@ This gives the following PDF:
where [sub 1]F[sub 1](a;b;x) is a confluent hypergeometric function.
The following graph illustrates how the distribution changes
for different values of [delta]:
for different values of [nu] and [delta]:
[graph nc_t_pdf]
[graph nc_t_cdf]
[h4 Member Functions]
non_central_t_distribution(RealType v, RealType lambda);
non_central_t_distribution(RealType v, RealType delta);
Constructs a non-central t distribution with degrees of freedom
parameter /v/ and non-centrality parameter /delta/.
Requires v > 0 and finite delta, otherwise calls __domain_error.
Requires /v/ > 0 (including positive infinity) and finite /delta/, otherwise calls __domain_error.
RealType degrees_of_freedom()const;
Returns the parameter /v/ from which this object was constructed.
RealType non_centrality()const;
Returns the non-centrality parameter /delta/ from which this object was constructed.
[h4 Non-member Accessors]
@@ -76,18 +77,16 @@ The domain of the random variable is \[-[infin], +[infin]\].
[h4 Accuracy]
The following table shows the peak errors
(in units of [@http://en.wikipedia.org/wiki/Machine_epsilon epsilon])
(in units of [@http://en.wikipedia.org/wiki/Machine_epsilon epsilon])
found on various platforms with various floating-point types.
Unless otherwise specified, any floating-point type that is narrower
than the one shown will have __zero_error.
[table Errors In CDF of the Noncentral T Distribution
[[Significand Size] [Platform and Compiler] [[nu],[delta] < 600]]
[[Significand Size (bits)] [Platform and Compiler] [[nu], [delta] < 600]]
[[53] [Win32, Visual C++ 8] [Peak=120 Mean=26 ] ]
[[64] [RedHat Linux IA32, gcc-4.1.1] [Peak=121 Mean=26] ]
[[64] [Redhat Linux IA64, gcc-3.4.4] [Peak=122 Mean=25] ]
[[113] [HPUX IA64, aCC A.06.06] [Peak=115 Mean=24] ]
]
@@ -96,25 +95,37 @@ than the one shown will have __zero_error.
increases rapidly for [delta] > 500, likewise the accuracy decreases
rapidly for very large [delta].]
Accuracy for the quantile and PDF functions should be broadly similar,
note however that the /mode/ is determined numerically and can not
in principal be more accurate than the square root of machine epsilon.
Accuracy for the quantile and PDF functions should be broadly similar.
The /mode/ is determined numerically and cannot
in principal be more accurate than the square root of
floating-point type FPT epsilon, accessed using `boost::math::tools::epsilon<FPT>()`.
For 64-bit `double`, epsilon is about 1e-16, so the fractional accuracy is limited to 1e-8.
[h4 Tests]
There are two sets of tests of this distribution: basic sanity checks
compare this implementation to the test values given in
There are two sets of tests of this distribution:
Basic sanity checks compare this implementation to the test values given in
"Computing discrete mixtures of continuous
distributions: noncentral chisquare, noncentral t
and the distribution of the square of the sample
multiple correlation coefficient."
Denise Benton, K. Krishnamoorthy,
Denise Benton, K. Krishnamoorthy,
Computational Statistics & Data Analysis 43 (2003) 249-267.
While accuracy checks use test data computed with this
Accuracy checks use test data computed with this
implementation and arbitary precision interval arithmetic:
this test data is believed to be accurate to at least 50
decimal places.
The cases of large (or infinite) [nu] and/or large [delta] has received special
treatment to avoid catastrophic loss of accuracy.
New tests have been added to confirm the improvement achieved.
From Boost 1.52, degrees of freedom [nu] can be +[infin]
when the normal distribution located at [delta]
(equivalent to the central Student's t distribution)
is used in place for accuracy and speed.
[h4 Implementation]
@@ -124,7 +135,7 @@ described in
distributions: noncentral chisquare, noncentral t
and the distribution of the square of the sample
multiple correlation coefficient."
Denise Benton, K. Krishnamoorthy,
Denise Benton, K. Krishnamoorthy,
Computational Statistics & Data Analysis 43 (2003) 249-267.
This uses the following formula for the CDF:
@@ -150,7 +161,7 @@ From this we can easily show that:
and therefore we have a means to compute either the probability or its
complement directly without the risk of cancellation error. The
crossover criterion for choosing whether to calculate the CDF or
its complement is the same as for the
its complement is the same as for the
__non_central_beta_distrib.
The PDF can be computed by a very similar method using:
@@ -159,7 +170,30 @@ The PDF can be computed by a very similar method using:
Where I[sub x][super '](a,b) is the derivative of the incomplete beta function.
The quantile is calculated via the usual
For both the PDF and CDF we switch to approximating the distribution by a
Student's t distribution centred on [delta] when [nu] is very large.
The crossover location appears to be when [delta]/(4[nu]) < [epsilon],
this location was estimated by inspection of equation 2.6 in
"A Comparison of Approximations To Percentiles of the
Noncentral t-Distribution". H. Sahai and M. M. Ojeda,
Revista Investigacion Operacional Vol 21, No 2, 2000, page 123.
Equation 2.6 is a Fisher-Cornish expansion by Eeden and Johnson.
The second term includes the ratio [delta]/(4[nu]),
so when this term become negligible, this and following terms can be ignored,
leaving just Student's t distribution centred on [delta].
This was also confirmed by experimental testing.
See also
* "Some Approximations to the Percentage Points of the Noncentral
t-Distribution". C. van Eeden. International Statistical Review, 29, 4-31.
* "Continuous Univariate Distributions". N.L. Johnson, S. Kotz and
N. Balkrishnan. 1995. John Wiley and Sons New York.
The quantile is calculated via the usual
[link math_toolkit.toolkit.internals1.roots2
derivative-free root-finding techniques],
with the initial guess taken as the quantile of a normal approximation
@@ -169,13 +203,13 @@ There is no closed form for the mode, so this is computed via
functional maximisation of the PDF.
The remaining functions (mean, variance etc) are implemented
using the formulas given in
Weisstein, Eric W. "Noncentral Student's t-Distribution."
From MathWorld--A Wolfram Web Resource.
using the formulas given in
Weisstein, Eric W. "Noncentral Student's t-Distribution."
From MathWorld--A Wolfram Web Resource.
[@http://mathworld.wolfram.com/NoncentralStudentst-Distribution.html
http://mathworld.wolfram.com/NoncentralStudentst-Distribution.html]
and in the
[@http://reference.wolfram.com/mathematica/ref/NoncentralStudentTDistribution.html
and in the
[@http://reference.wolfram.com/mathematica/ref/NoncentralStudentTDistribution.html
Mathematica documentation].
Some analytic properties of noncentral distributions
@@ -184,10 +218,12 @@ are surveyed and summarized by:
Andrea van Aubel & Wolfgang Gawronski, Applied Mathematics and Computation, 141 (2003) 3-12.
[endsect] [/section:nc_t_dist]
[/ nc_t.qbk
Copyright 2008 John Maddock and Paul A. Bristow.
Copyright 2008, 2012 John Maddock and Paul A. Bristow.
Distributed under the Boost Software License, Version 1.0.
(See accompanying file LICENSE_1_0.txt or copy at
http://www.boost.org/LICENSE_1_0.txt).

View File

@@ -2,12 +2,12 @@
``#include <boost/math/distributions/students_t.hpp>``
namespace boost{ namespace math{
template <class RealType = double,
namespace boost{ namespace math{
template <class RealType = double,
class ``__Policy`` = ``__policy_class`` >
class students_t_distribution;
typedef students_t_distribution<> students_t;
template <class RealType, class ``__Policy``>
@@ -15,13 +15,13 @@
{
typedef RealType value_type;
typedef Policy policy_type;
// Construct:
students_t_distribution(const RealType& v);
// Accessor:
RealType degrees_of_freedom()const;
// degrees of freedom estimation:
static RealType find_degrees_of_freedom(
RealType difference_from_mean,
@@ -30,20 +30,21 @@
RealType sd,
RealType hint = 100);
};
}} // namespaces
A statistical distribution published by William Gosset in 1908.
His employer, Guinness Breweries, required him to publish under a
pseudonym, so he chose "Student". Given N independent measurements, let
A statistical distribution published by William Gosset in 1908.
His employer, Guinness Breweries, required him to publish under a
pseudonym (possibly to hide that they were using statistics),
so he chose "Student". Given N independent measurements, let
[equation students_t_dist]
where /M/ is the population mean,[' ''' &#x3BC; '''] is the sample mean, and /s/ is the
where /M/ is the population mean,[' ''' &#x3BC; '''] is the sample mean, and /s/ is the
sample variance.
Student's t-distribution is defined as the distribution of the random
variable t which is - very loosely - the "best" that we can do not
Student's t-distribution is defined as the distribution of the random
variable t which is - very loosely - the "best" that we can do not
knowing the true standard deviation of the sample. It has the PDF:
[equation students_t_ref1]
@@ -60,15 +61,15 @@ illustrates how the PDF varies with the degrees of freedom [nu]:
[h4 Member Functions]
students_t_distribution(const RealType& v);
Constructs a Student's t-distribution with /v/ degrees of freedom.
Requires v > 0, otherwise calls __domain_error. Note that
non-integral degrees of freedom are supported, and
meaningful under certain circumstances.
Requires /v/ > 0, otherwise calls __domain_error. Note that
non-integral degrees of freedom are supported,
and are meaningful under certain circumstances.
RealType degrees_of_freedom()const;
Returns the number of degrees of freedom of this distribution.
static RealType find_degrees_of_freedom(
@@ -79,15 +80,15 @@ Returns the number of degrees of freedom of this distribution.
RealType hint = 100);
Returns the number of degrees of freedom required to observe a significant
result in the Student's t test when the mean differs from the "true"
result in the Student's t test when the mean differs from the "true"
mean by /difference_from_mean/.
[variablelist
[[difference_from_mean][The difference between the true mean and the sample mean
that we wish to show is significant.]]
[[alpha][The maximum acceptable probability of rejecting the null hypothesis
[[alpha][The maximum acceptable probability of rejecting the null hypothesis
when it is in fact true.]]
[[beta][The maximum acceptable probability of failing to reject the null hypothesis
[[beta][The maximum acceptable probability of failing to reject the null hypothesis
when it is in fact false.]]
[[sd][The sample standard deviation.]]
[[hint][A hint for the location to start looking for the result, a good choice for this
@@ -98,10 +99,10 @@ mean by /difference_from_mean/.
Remember that for a two-sided test, you must divide alpha by two
before calling this function.]
For more information on this function see the
[@http://www.itl.nist.gov/div898/handbook/prc/section2/prc222.htm
For more information on this function see the
[@http://www.itl.nist.gov/div898/handbook/prc/section2/prc222.htm
NIST Engineering Statistics Handbook].
[h4 Non-member Accessors]
All the [link math_toolkit.dist.dist_ref.nmp usual non-member accessor functions] that are generic to all
@@ -116,14 +117,14 @@ distribution.
[h4 Accuracy]
The normal distribution is implemented in terms of the
The normal distribution is implemented in terms of the
[link math_toolkit.special.sf_beta.ibeta_function incomplete beta function]
and [link math_toolkit.special.sf_beta.ibeta_inv_function its inverses],
refer to accuracy data on those functions for more information.
[h4 Implementation]
In the following table /v/ is the degrees of freedom of the distribution,
In the following table /v/ is the degrees of freedom of the distribution,
/t/ is the random variate, /p/ is the probability and /q = 1-p/.
[table
@@ -152,18 +153,26 @@ y = 1 - x
The quantities /x/ and /y/ are both returned by __ibeta_inv
without the subtraction implied above.]]
[[quantile from the complement][Using the relation: t = -quantile(q)]]
[[mean][0]]
[[variance][v \/ (v - 2)]]
[[mode][0]]
[[skewness][0]]
[[kurtosis][3 * (v - 2) \/ (v - 4)]]
[[kurtosis excess][6 \/ (df - 4)]]
[[mean][0]]
[[variance][if (v > 2) v \/ (v - 2) else NaN]]
[[skewness][if (v > 3) 0 else NaN ]]
[[kurtosis][if (v > 4) 3 * (v - 2) \/ (v - 4) else NaN]]
[[kurtosis excess][if (v > 4) 6 \/ (df - 4) else NaN]]
]
[endsect][/section:students_t_dist Students t]
If the moment index /k/ is less than /v/, then the moment is undefined.
Evaluating the moment will throw a __domain_error unless ignored by a policy,
when it will return `std::numeric_limits<>::quiet_NaN();`
(For simplicity, we have not implemented the return of infinity in some cases
as suggested by [@http://en.wikipedia.org/wiki/Student%27s_t-distribution Wikipedia Student's t].
See also [@https://svn.boost.org/trac/boost/ticket/7177].)
[endsect] [/section:students_t_dist Students t]
[/ students_t.qbk
Copyright 2006 John Maddock and Paul A. Bristow.
Copyright 2006, 2012 John Maddock and Paul A. Bristow.
Distributed under the Boost Software License, Version 1.0.
(See accompanying file LICENSE_1_0.txt or copy at
http://www.boost.org/LICENSE_1_0.txt).

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@@ -9,6 +9,9 @@ Handling of errors by this library is split into two orthogonal parts:
* What kind of error has been raised?
* What should be done when the error is raised?
[warning The default error actions are to throw an exception with an informative error message.
If you do not try to catch the exception, you will not see the message!]
The kinds of errors that can be raised are:
[variablelist
@@ -153,6 +156,8 @@ this library. It was felt that:
rather than following C-compatible behaviour and setting `::errno`.
* Numeric underflow and denormalised results were not considered to be
fatal errors in most cases, so it was felt that these should be ignored.
* If there is more than one error,
only the first detected will be reported in the throw message.
[heading Finding More Information]
@@ -390,7 +395,7 @@ listed above on [link overflow_error overflow],
[endsect][/section:error_handling Error Handling]
[/
Copyright 2006 - 2010 John Maddock and Paul A. Bristow.
Copyright 2006 - 2012 John Maddock and Paul A. Bristow.
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An integer type, for example, will produce an unhelpful error message.]
[tip Nearly always, you just want the next or prior representable value,
so instead use `float_next` or `float_prior` below.]
[h4 Examples - nextafter]
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[endsect] [/section:float_next Finding the Next Greater Representable Value (float_prior)]
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@@ -391,8 +391,19 @@ int main()
nc_t_plotter.add(boost::math::non_central_t(10, 0), "v=10, &#x3B4;=0");
nc_t_plotter.add(boost::math::non_central_t(10, 5), "v=10, &#x3B4;=5");
nc_t_plotter.add(boost::math::non_central_t(10, 10), "v=10, &#x3B4;=10");
nc_t_plotter.add(boost::math::non_central_t(std::numeric_limits<double>::infinity(), 15), "v=inf, &#x3B4;=15");
nc_t_plotter.plot("Non Central T PDF", "nc_t_pdf.svg");
distribution_plotter<boost::math::non_central_t>
nc_t_CDF_plotter(false);
nc_t_CDF_plotter.add(boost::math::non_central_t(10, -10), "v=10, &#x3B4;=-10");
nc_t_CDF_plotter.add(boost::math::non_central_t(10, -5), "v=10, &#x3B4;=-5");
nc_t_CDF_plotter.add(boost::math::non_central_t(10, 0), "v=10, &#x3B4;=0");
nc_t_CDF_plotter.add(boost::math::non_central_t(10, 5), "v=10, &#x3B4;=5");
nc_t_CDF_plotter.add(boost::math::non_central_t(10, 10), "v=10, &#x3B4;=10");
nc_t_CDF_plotter.add(boost::math::non_central_t(std::numeric_limits<double>::infinity(), 15), "v=inf, &#x3B4;=15");
nc_t_CDF_plotter.plot("Non Central T CDF", "nc_t_cdf.svg");
distribution_plotter<boost::math::beta_distribution<> >
beta_plotter;
beta_plotter.add(boost::math::beta_distribution<>(0.5, 0.5), "alpha=0.5, beta=0.5");

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<text x="611.3" y="88" font-size="15" font-family="Verdana">v=10, &#x3B4;=-10</text>
<text x="611.3" y="118" font-size="15" font-family="Verdana">v=10, &#x3B4;=-5</text>
<text x="611.3" y="148" font-size="15" font-family="Verdana">v=10, &#x3B4;=0</text>
<text x="611.3" y="178" font-size="15" font-family="Verdana">v=10, &#x3B4;=5</text>
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<text x="375" y="40" text-anchor="middle" font-size="20" font-family="Verdana">Non Central T PDF</text></g>
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@@ -248,7 +248,7 @@ int main()
double (*f2i)(int, double);
double (*f3)(double, double, double);
double (*f4)(double, double, double, double);
f = boost::math::zeta;
plot.add(f, 1 + find_end_point(f, 0.1, 40.0, false, 1.0), 10, "");
plot.add(f, -20, 1 + find_end_point(f, -0.1, -40.0, false, 1.0), "");
@@ -568,6 +568,134 @@ int main()
-0.5, 4, true, 1) + 1, "n=0.75 &#x3C6;=&#x3C0;/2");
plot.plot("Elliptic Of the Third Kind", "ellint_3.svg", "k", "ellint_3(k, n, phi)");
f2 = boost::math::jacobi_sn;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -10, 10, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -10, 10, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -10, 10, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -10, 10, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -10, 10, "k=1");
plot.plot("Jacobi Elliptic sn", "jacobi_sn.svg", "k", "jacobi_sn(k, u)");
f2 = boost::math::jacobi_cn;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -10, 10, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -10, 10, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -10, 10, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -10, 10, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -10, 10, "k=1");
plot.plot("Jacobi Elliptic cn", "jacobi_cn.svg", "k", "jacobi_cn(k, u)");
f2 = boost::math::jacobi_dn;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -10, 10, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -10, 10, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -10, 10, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -10, 10, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -10, 10, "k=1");
plot.plot("Jacobi Elliptic dn", "jacobi_dn.svg", "k", "jacobi_dn(k, u)");
f2 = boost::math::jacobi_cd;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -10, 10, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -10, 10, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -10, 10, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -10, 10, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -10, 10, "k=1");
plot.plot("Jacobi Elliptic cd", "jacobi_cd.svg", "k", "jacobi_cd(k, u)");
f2 = boost::math::jacobi_cs;
plot.clear();
plot.add(boost::bind(f2, 0, _1), 0.1, 3, "k=0");
plot.add(boost::bind(f2, 0.5, _1), 0.1, 3, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), 0.1, 3, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), 0.1, 3, "k=0.95");
plot.add(boost::bind(f2, 1, _1), 0.1, 3, "k=1");
plot.plot("Jacobi Elliptic cs", "jacobi_cs.svg", "k", "jacobi_cs(k, u)");
f2 = boost::math::jacobi_dc;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -10, 10, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -10, 10, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -10, 10, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -10, 10, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -10, 10, "k=1");
plot.plot("Jacobi Elliptic dc", "jacobi_dc.svg", "k", "jacobi_dc(k, u)");
f2 = boost::math::jacobi_ds;
plot.clear();
plot.add(boost::bind(f2, 0, _1), 0.1, 3, "k=0");
plot.add(boost::bind(f2, 0.5, _1), 0.1, 3, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), 0.1, 3, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), 0.1, 3, "k=0.95");
plot.add(boost::bind(f2, 1, _1), 0.1, 3, "k=1");
plot.plot("Jacobi Elliptic ds", "jacobi_ds.svg", "k", "jacobi_ds(k, u)");
f2 = boost::math::jacobi_nc;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -5, 5, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -5, 5, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -5, 5, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -5, 5, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -5, 5, "k=1");
plot.plot("Jacobi Elliptic nc", "jacobi_nc.svg", "k", "jacobi_nc(k, u)");
f2 = boost::math::jacobi_ns;
plot.clear();
plot.add(boost::bind(f2, 0, _1), 0.1, 4, "k=0");
plot.add(boost::bind(f2, 0.5, _1), 0.1, 4, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), 0.1, 4, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), 0.1, 4, "k=0.95");
plot.add(boost::bind(f2, 1, _1), 0.1, 4, "k=1");
plot.plot("Jacobi Elliptic ns", "jacobi_ns.svg", "k", "jacobi_ns(k, u)");
f2 = boost::math::jacobi_nd;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -2, 2, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -2, 2, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -2, 2, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -2, 2, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -2, 2, "k=1");
plot.plot("Jacobi Elliptic nd", "jacobi_nd.svg", "k", "jacobi_nd(k, u)");
f2 = boost::math::jacobi_sc;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -5, 5, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -5, 5, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -5, 5, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -5, 5, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -5, 5, "k=1");
plot.plot("Jacobi Elliptic sc", "jacobi_sc.svg", "k", "jacobi_sc(k, u)");
f2 = boost::math::jacobi_sd;
plot.clear();
plot.add(boost::bind(f2, 0, _1), -2.5, 2.5, "k=0");
plot.add(boost::bind(f2, 0.5, _1), -2.5, 2.5, "k=0.5");
plot.add(boost::bind(f2, 0.75, _1), -2.5, 2.5, "k=0.75");
plot.add(boost::bind(f2, 0.95, _1), -2.5, 2.5, "k=0.95");
plot.add(boost::bind(f2, 1, _1), -2.5, 2.5, "k=1");
plot.plot("Jacobi Elliptic sd", "jacobi_sd.svg", "k", "jacobi_sd(k, u)");
f = boost::math::airy_ai;
plot.clear();
plot.add(f, -20, 20, "");
plot.plot("Ai", "airy_ai.svg", "z", "airy_ai(z)");
f = boost::math::airy_bi;
plot.clear();
plot.add(f, -20, 3, "");
plot.plot("Bi", "airy_bi.svg", "z", "airy_bi(z)");
f = boost::math::airy_ai_prime;
plot.clear();
plot.add(f, -20, 20, "");
plot.plot("Ai'", "airy_aip.svg", "z", "airy_ai_prime(z)");
f = boost::math::airy_bi_prime;
plot.clear();
plot.add(f, -20, 3, "");
plot.plot("Bi'", "airy_bip.svg", "z", "airy_bi_prime(z)");
return 0;
}

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Math Toolkit</title>
<link rel="stylesheet" href="../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="index.html" title="Math Toolkit">
<link rel="next" href="math_toolkit/main_overview.html" title="Overview">
</head>
@@ -52,8 +52,9 @@
<span class="firstname">Benjamin</span> <span class="surname">Sobotta</span>
</h3></div>
</div></div>
<div><p class="copyright">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta</p></div>
<div><p class="copyright">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta</p></div>
<div><div class="legalnotice">
<a name="math_toolkit.legal"></a><p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
@@ -294,6 +295,13 @@
<dt><span class="section"><a href="math_toolkit/special/hankel/sph_hankel.html">Spherical Hankel
Functions</a></span></dt>
</dl></dd>
<dt><span class="section"><a href="math_toolkit/special/airy.html">Airy Functions</a></span></dt>
<dd><dl>
<dt><span class="section"><a href="math_toolkit/special/airy/ai.html">Airy Ai Function</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/airy/bi.html">Airy Bi Function</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/airy/aip.html">Airy Ai' Function</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/airy/bip.html">Airy Bi' Function</a></span></dt>
</dl></dd>
<dt><span class="section"><a href="math_toolkit/special/ellint.html">Elliptic Integrals</a></span></dt>
<dd><dl>
<dt><span class="section"><a href="math_toolkit/special/ellint/ellint_intro.html">Elliptic
@@ -307,6 +315,37 @@
<dt><span class="section"><a href="math_toolkit/special/ellint/ellint_3.html">Elliptic Integrals
of the Third Kind - Legendre Form</a></span></dt>
</dl></dd>
<dt><span class="section"><a href="math_toolkit/special/jacobi.html">Jacobi Elliptic Functions</a></span></dt>
<dd><dl>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jac_over.html">Overvew of the
Jacobi Elliptic Functions</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_elliptic.html">Jacobi
Elliptic SN, CN and DN</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_cd.html">Jacobi Elliptic
Function cd</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_cn.html">Jacobi Elliptic
Function cn</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_cs.html">Jacobi Elliptic
Function cs</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_dc.html">Jacobi Elliptic
Function dc</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_dn.html">Jacobi Elliptic
Function dn</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_ds.html">Jacobi Elliptic
Function ds</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_nc.html">Jacobi Elliptic
Function nc</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_nd.html">Jacobi Elliptic
Function nd</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_ns.html">Jacobi Elliptic
Function ns</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_sc.html">Jacobi Elliptic
Function sc</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_sd.html">Jacobi Elliptic
Function sd</a></span></dt>
<dt><span class="section"><a href="math_toolkit/special/jacobi/jacobi_sn.html">Jacobi Elliptic
Function sn</a></span></dt>
</dl></dd>
<dt><span class="section"><a href="math_toolkit/special/zetas.html">Zeta Functions</a></span></dt>
<dd><dl><dt><span class="section"><a href="math_toolkit/special/zetas/zeta.html">Riemann Zeta Function</a></span></dt></dl></dd>
<dt><span class="section"><a href="math_toolkit/special/expint.html">Exponential Integrals</a></span></dt>
@@ -541,7 +580,7 @@
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"><p><small>Last revised: May 14, 2012 at 18:06:46 GMT</small></p></td>
<td align="left"><p><small>Last revised: August 23, 2012 at 13:30:39 GMT</small></p></td>
<td align="right"><div class="copyright-footer"></div></td>
</tr></table>
<hr>

File diff suppressed because it is too large Load Diff

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Class Index</title>
<link rel="stylesheet" href="../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../index.html" title="Math Toolkit">
<link rel="up" href="../index.html" title="Math Toolkit">
<link rel="prev" href="s13.html" title="Function Index">
@@ -22,216 +22,217 @@
<div class="spirit-nav">
<a accesskey="p" href="s13.html"><img src="../../../../../../doc/src/images/prev.png" alt="Prev"></a><a accesskey="u" href="../index.html"><img src="../../../../../../doc/src/images/up.png" alt="Up"></a><a accesskey="h" href="../index.html"><img src="../../../../../../doc/src/images/home.png" alt="Home"></a><a accesskey="n" href="s15.html"><img src="../../../../../../doc/src/images/next.png" alt="Next"></a>
</div>
<div class="section id1293285">
<div class="section id1406296">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
<a name="id1293285"></a>Class Index</h2></div></div></div>
<p><a class="link" href="s14.html#idx_id_24">B</a> <a class="link" href="s14.html#idx_id_25">C</a> <a class="link" href="s14.html#idx_id_26">D</a> <a class="link" href="s14.html#idx_id_27">E</a> <a class="link" href="s14.html#idx_id_28">F</a> <a class="link" href="s14.html#idx_id_29">G</a> <a class="link" href="s14.html#idx_id_30">H</a> <a class="link" href="s14.html#idx_id_31">I</a> <a class="link" href="s14.html#idx_id_33">L</a> <a class="link" href="s14.html#idx_id_34">M</a> <a class="link" href="s14.html#idx_id_35">N</a> <a class="link" href="s14.html#idx_id_37">P</a> <a class="link" href="s14.html#idx_id_39">R</a> <a class="link" href="s14.html#idx_id_40">S</a> <a class="link" href="s14.html#idx_id_41">T</a> <a class="link" href="s14.html#idx_id_42">U</a> <a class="link" href="s14.html#idx_id_44">W</a></p>
<div class="variablelist"><dl>
<a name="id1406296"></a>Class Index</h2></div></div></div>
<p><a class="link" href="s14.html#idx_id_25">B</a> <a class="link" href="s14.html#idx_id_26">C</a> <a class="link" href="s14.html#idx_id_27">D</a> <a class="link" href="s14.html#idx_id_28">E</a> <a class="link" href="s14.html#idx_id_29">F</a> <a class="link" href="s14.html#idx_id_30">G</a> <a class="link" href="s14.html#idx_id_31">H</a> <a class="link" href="s14.html#idx_id_32">I</a> <a class="link" href="s14.html#idx_id_35">L</a> <a class="link" href="s14.html#idx_id_36">M</a> <a class="link" href="s14.html#idx_id_37">N</a> <a class="link" href="s14.html#idx_id_39">P</a> <a class="link" href="s14.html#idx_id_41">R</a> <a class="link" href="s14.html#idx_id_42">S</a> <a class="link" href="s14.html#idx_id_43">T</a> <a class="link" href="s14.html#idx_id_44">U</a> <a class="link" href="s14.html#idx_id_46">W</a></p>
<div class="variablelist"><dl class="variablelist">
<dt>
<a name="idx_id_24"></a><span class="term">B</span>
<a name="idx_id_25"></a><span class="term">B</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/bernoulli_dist.html" title="Bernoulli Distribution"><span class="index-entry-level-0">bernoulli_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/beta_dist.html" title="Beta Distribution"><span class="index-entry-level-0">beta_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/binomial_dist.html" title="Binomial Distribution"><span class="index-entry-level-0">binomial_distribution</span></a></p></li>
</ul></div></dd>
<dt>
<a name="idx_id_25"></a><span class="term">C</span>
<a name="idx_id_26"></a><span class="term">C</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">cauchy_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/cauchy_dist.html" title="Cauchy-Lorentz Distribution"><span class="index-entry-level-1">Cauchy-Lorentz Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/cauchy_dist.html" title="Cauchy-Lorentz Distribution"><span class="index-entry-level-1">Cauchy-Lorentz Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/chi_squared_dist.html" title="Chi Squared Distribution"><span class="index-entry-level-0">chi_squared_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">construction_traits</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/constants/tutorial/user_def.html" title="Use With User Defined Types"><span class="index-entry-level-1">Use With User Defined Types</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/constants/tutorial/user_def.html" title="Use With User Defined Types"><span class="index-entry-level-1">Use With User Defined Types</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_26"></a><span class="term">D</span>
<a name="idx_id_27"></a><span class="term">D</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">default_policy</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_27"></a><span class="term">E</span>
<a name="idx_id_28"></a><span class="term">E</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">eps_tolerance</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">equal_ceil</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">equal_floor</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">equal_nearest_integer</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/roots2.html" title="Root Finding Without Derivatives: Bisection, Bracket and TOMS748"><span class="index-entry-level-1">Root Finding Without Derivatives: Bisection, Bracket and TOMS748</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/exp_dist.html" title="Exponential Distribution"><span class="index-entry-level-0">exponential_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/extreme_dist.html" title="Extreme Value Distribution"><span class="index-entry-level-0">extreme_value_distribution</span></a></p></li>
</ul></div></dd>
<dt>
<a name="idx_id_28"></a><span class="term">F</span>
<a name="idx_id_29"></a><span class="term">F</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">fisher_f_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/f_dist.html" title="F Distribution"><span class="index-entry-level-1">F Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/f_dist.html" title="F Distribution"><span class="index-entry-level-1">F Distribution</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_29"></a><span class="term">G</span>
<a name="idx_id_30"></a><span class="term">G</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">gamma_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/gamma_dist.html" title="Gamma (and Erlang) Distribution"><span class="index-entry-level-1">Gamma (and Erlang) Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/gamma_dist.html" title="Gamma (and Erlang) Distribution"><span class="index-entry-level-1">Gamma (and Erlang) Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/geometric_dist.html" title="Geometric Distribution"><span class="index-entry-level-0">geometric_distribution</span></a></p></li>
</ul></div></dd>
<dt>
<a name="idx_id_30"></a><span class="term">H</span>
<a name="idx_id_31"></a><span class="term">H</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html" title="Hypergeometric Distribution"><span class="index-entry-level-0">hypergeometric_distribution</span></a></p></li></ul></div></dd>
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html" title="Hypergeometric Distribution"><span class="index-entry-level-0">hypergeometric_distribution</span></a></p></li></ul></div></dd>
<dt>
<a name="idx_id_31"></a><span class="term">I</span>
<a name="idx_id_32"></a><span class="term">I</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html" title="Inverse Chi Squared Distribution"><span class="index-entry-level-0">inverse_chi_squared_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_gamma_dist.html" title="Inverse Gamma Distribution"><span class="index-entry-level-0">inverse_gamma_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">inverse_gaussian_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html" title="Inverse Gaussian (or Inverse Normal) Distribution"><span class="index-entry-level-1">Inverse Gaussian (or Inverse Normal) Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html" title="Inverse Gaussian (or Inverse Normal) Distribution"><span class="index-entry-level-1">Inverse Gaussian (or Inverse Normal) Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_33"></a><span class="term">L</span>
<a name="idx_id_35"></a><span class="term">L</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/laplace_dist.html" title="Laplace Distribution"><span class="index-entry-level-0">laplace_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">log1p_series</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/series_evaluation.html" title="Series Evaluation"><span class="index-entry-level-1">Series Evaluation</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals1/series_evaluation.html" title="Series Evaluation"><span class="index-entry-level-1">Series Evaluation</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/logistic_dist.html" title="Logistic Distribution"><span class="index-entry-level-0">logistic_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">lognormal_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/lognormal_dist.html" title="Log Normal Distribution"><span class="index-entry-level-1">Log Normal Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/lognormal_dist.html" title="Log Normal Distribution"><span class="index-entry-level-1">Log Normal Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_34"></a><span class="term">M</span>
<a name="idx_id_36"></a><span class="term">M</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">max_factorial</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/special/factorials/sf_factorial.html" title="Factorial"><span class="index-entry-level-1">Factorial</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/special/factorials/sf_factorial.html" title="Factorial"><span class="index-entry-level-1">Factorial</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_35"></a><span class="term">N</span>
<a name="idx_id_37"></a><span class="term">N</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/negative_binomial_dist.html" title="Negative Binomial Distribution"><span class="index-entry-level-0">negative_binomial_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">nonfinite_num_get</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fp_facets.html" title="Facets for Floating-Point Infinities and NaNs"><span class="index-entry-level-1">Facets for Floating-Point Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fp_facets.html" title="Facets for Floating-Point Infinities and NaNs"><span class="index-entry-level-1">Facets for Floating-Point Infinities and NaNs</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">nonfinite_num_put</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fp_facets.html" title="Facets for Floating-Point Infinities and NaNs"><span class="index-entry-level-1">Facets for Floating-Point Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fp_facets.html" title="Facets for Floating-Point Infinities and NaNs"><span class="index-entry-level-1">Facets for Floating-Point Infinities and NaNs</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_beta_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_beta_dist.html" title="Noncentral Beta Distribution"><span class="index-entry-level-1">Noncentral Beta Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_beta_dist.html" title="Noncentral Beta Distribution"><span class="index-entry-level-1">Noncentral Beta Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_chi_squared_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html" title="Noncentral Chi-Squared Distribution"><span class="index-entry-level-1">Noncentral Chi-Squared Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html" title="Noncentral Chi-Squared Distribution"><span class="index-entry-level-1">Noncentral Chi-Squared Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_f_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_f_dist.html" title="Noncentral F Distribution"><span class="index-entry-level-1">Noncentral F Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_f_dist.html" title="Noncentral F Distribution"><span class="index-entry-level-1">Noncentral F Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_t_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_t_dist.html" title="Noncentral T Distribution"><span class="index-entry-level-1">Noncentral T Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_t_dist.html" title="Noncentral T Distribution"><span class="index-entry-level-1">Noncentral T Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">normalise</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">normal_distribution</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/normal_dist.html" title="Normal (Gaussian) Distribution"><span class="index-entry-level-1">Normal (Gaussian) Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/normal_dist.html" title="Normal (Gaussian) Distribution"><span class="index-entry-level-1">Normal (Gaussian) Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_37"></a><span class="term">P</span>
<a name="idx_id_39"></a><span class="term">P</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/pareto.html" title="Pareto Distribution"><span class="index-entry-level-0">pareto_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/poisson_dist.html" title="Poisson Distribution"><span class="index-entry-level-0">poisson_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">promote_args</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/user_def_err_pol.html" title="Calling User Defined Error Handlers"><span class="index-entry-level-1">Calling User Defined Error Handlers</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/namespace_policies.html" title="Setting Policies at Namespace or Translation Unit Scope"><span class="index-entry-level-1">Setting Policies at Namespace or Translation Unit Scope</span></a></p></li>
</ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_39"></a><span class="term">R</span>
<a name="idx_id_41"></a><span class="term">R</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/rayleigh.html" title="Rayleigh Distribution"><span class="index-entry-level-0">rayleigh_distribution</span></a></p></li></ul></div></dd>
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/rayleigh.html" title="Rayleigh Distribution"><span class="index-entry-level-0">rayleigh_distribution</span></a></p></li></ul></div></dd>
<dt>
<a name="idx_id_40"></a><span class="term">S</span>
<a name="idx_id_42"></a><span class="term">S</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/skew_normal_dist.html" title="Skew Normal Distribution"><span class="index-entry-level-0">skew_normal_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/students_t_dist.html" title="Students t Distribution"><span class="index-entry-level-0">students_t_distribution</span></a></p></li>
</ul></div></dd>
<dt>
<a name="idx_id_41"></a><span class="term">T</span>
<a name="idx_id_43"></a><span class="term">T</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">test_data</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals2/test_data.html" title="Graphing, Profiling, and Generating Test Data for Special Functions"><span class="index-entry-level-1">Graphing, Profiling, and Generating Test Data for Special Functions</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals2/test_data.html" title="Graphing, Profiling, and Generating Test Data for Special Functions"><span class="index-entry-level-1">Graphing, Profiling, and Generating Test Data for Special Functions</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">triangular_distribution</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/backgrounders/implementation.html" title="Additional Implementation Notes"><span class="index-entry-level-1">Additional Implementation Notes</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><span class="bold"><strong><a class="link" href="../math_toolkit/dist/dist_ref/dists/triangular_dist.html" title="Triangular Distribution"><span class="index-entry-level-1">Triangular Distribution</span></a></strong></span></p></li>
<li class="listitem" style="list-style-type: none"><p><span class="emphasis"><em><a class="link" href="../math_toolkit/dist/dist_ref/dists/triangular_dist.html" title="Triangular Distribution"><span class="index-entry-level-1">Triangular Distribution</span></a></em></span></p></li>
</ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_42"></a><span class="term">U</span>
<a name="idx_id_44"></a><span class="term">U</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/uniform_dist.html" title="Uniform Distribution"><span class="index-entry-level-0">uniform_distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">upper_incomplete_gamma_fract</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals2/test_data.html" title="Graphing, Profiling, and Generating Test Data for Special Functions"><span class="index-entry-level-1">Graphing, Profiling, and Generating Test Data for Special Functions</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/toolkit/internals2/test_data.html" title="Graphing, Profiling, and Generating Test Data for Special Functions"><span class="index-entry-level-1">Graphing, Profiling, and Generating Test Data for Special Functions</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_44"></a><span class="term">W</span>
<a name="idx_id_46"></a><span class="term">W</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/weibull_dist.html" title="Weibull Distribution"><span class="index-entry-level-0">weibull_distribution</span></a></p></li></ul></div></dd>
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/weibull_dist.html" title="Weibull Distribution"><span class="index-entry-level-0">weibull_distribution</span></a></p></li></ul></div></dd>
</dl></div>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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<p><a class="link" href="s15.html#idx_id_46">A</a> <a class="link" href="s15.html#idx_id_47">B</a> <a class="link" href="s15.html#idx_id_48">C</a> <a class="link" href="s15.html#idx_id_49">D</a> <a class="link" href="s15.html#idx_id_50">E</a> <a class="link" href="s15.html#idx_id_51">F</a> <a class="link" href="s15.html#idx_id_52">G</a> <a class="link" href="s15.html#idx_id_53">H</a> <a class="link" href="s15.html#idx_id_54">I</a> <a class="link" href="s15.html#idx_id_56">L</a> <a class="link" href="s15.html#idx_id_58">N</a> <a class="link" href="s15.html#idx_id_59">O</a> <a class="link" href="s15.html#idx_id_60">P</a> <a class="link" href="s15.html#idx_id_62">R</a> <a class="link" href="s15.html#idx_id_63">S</a> <a class="link" href="s15.html#idx_id_64">T</a> <a class="link" href="s15.html#idx_id_65">U</a> <a class="link" href="s15.html#idx_id_66">V</a> <a class="link" href="s15.html#idx_id_67">W</a></p>
<div class="variablelist"><dl>
<a name="id1409711"></a>Typedef Index</h2></div></div></div>
<p><a class="link" href="s15.html#idx_id_48">A</a> <a class="link" href="s15.html#idx_id_49">B</a> <a class="link" href="s15.html#idx_id_50">C</a> <a class="link" href="s15.html#idx_id_51">D</a> <a class="link" href="s15.html#idx_id_52">E</a> <a class="link" href="s15.html#idx_id_53">F</a> <a class="link" href="s15.html#idx_id_54">G</a> <a class="link" href="s15.html#idx_id_55">H</a> <a class="link" href="s15.html#idx_id_56">I</a> <a class="link" href="s15.html#idx_id_59">L</a> <a class="link" href="s15.html#idx_id_61">N</a> <a class="link" href="s15.html#idx_id_62">O</a> <a class="link" href="s15.html#idx_id_63">P</a> <a class="link" href="s15.html#idx_id_65">R</a> <a class="link" href="s15.html#idx_id_66">S</a> <a class="link" href="s15.html#idx_id_67">T</a> <a class="link" href="s15.html#idx_id_68">U</a> <a class="link" href="s15.html#idx_id_69">V</a> <a class="link" href="s15.html#idx_id_70">W</a></p>
<div class="variablelist"><dl class="variablelist">
<dt>
<a name="idx_id_46"></a><span class="term">A</span>
<a name="idx_id_48"></a><span class="term">A</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">assert_undefined_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_47"></a><span class="term">B</span>
<a name="idx_id_49"></a><span class="term">B</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">bernoulli</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/bernoulli_dist.html" title="Bernoulli Distribution"><span class="index-entry-level-1">Bernoulli Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/bernoulli_dist.html" title="Bernoulli Distribution"><span class="index-entry-level-1">Bernoulli Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">beta</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/beta_dist.html" title="Beta Distribution"><span class="index-entry-level-1">Beta Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/beta_dist.html" title="Beta Distribution"><span class="index-entry-level-1">Beta Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">binomial</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/binomial_dist.html" title="Binomial Distribution"><span class="index-entry-level-1">Binomial Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/binomial_dist.html" title="Binomial Distribution"><span class="index-entry-level-1">Binomial Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_48"></a><span class="term">C</span>
<a name="idx_id_50"></a><span class="term">C</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">cauchy</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/cauchy_dist.html" title="Cauchy-Lorentz Distribution"><span class="index-entry-level-1">Cauchy-Lorentz Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/find_eg/find_location_eg.html" title="Find Location (Mean) Example"><span class="index-entry-level-1">Find Location (Mean) Example</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/find_eg/find_mean_and_sd_eg.html" title="Find mean and standard deviation example"><span class="index-entry-level-1">Find mean and standard deviation example</span></a></p></li>
@@ -67,28 +67,28 @@
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">chi_squared</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/chi_squared_dist.html" title="Chi Squared Distribution"><span class="index-entry-level-1">Chi Squared Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/chi_squared_dist.html" title="Chi Squared Distribution"><span class="index-entry-level-1">Chi Squared Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_49"></a><span class="term">D</span>
<a name="idx_id_51"></a><span class="term">D</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">denorm_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">discrete_quantile_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">domain_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">double_t</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/tr1.html" title="C99 and C++ TR1 C-style Functions"><span class="index-entry-level-1">C99 and C++ TR1 C-style Functions</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/extern_c/tr1.html" title="C99 and TR1 C Functions Overview"><span class="index-entry-level-1">C99 and TR1 C Functions Overview</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/extern_c/c99.html" title="C99 C Functions"><span class="index-entry-level-1">C99 C Functions</span></a></p></li>
@@ -96,36 +96,36 @@
</li>
</ul></div></dd>
<dt>
<a name="idx_id_50"></a><span class="term">E</span>
<a name="idx_id_52"></a><span class="term">E</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">evaluation_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">exponential</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/exp_dist.html" title="Exponential Distribution"><span class="index-entry-level-1">Exponential Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/exp_dist.html" title="Exponential Distribution"><span class="index-entry-level-1">Exponential Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">extreme_value</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/extreme_dist.html" title="Extreme Value Distribution"><span class="index-entry-level-1">Extreme Value Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/extreme_dist.html" title="Extreme Value Distribution"><span class="index-entry-level-1">Extreme Value Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_51"></a><span class="term">F</span>
<a name="idx_id_53"></a><span class="term">F</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">fisher_f</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/f_dist.html" title="F Distribution"><span class="index-entry-level-1">F Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/ad_hoc_dist_policies.html" title="Setting Policies for Distributions on an Ad Hoc Basis"><span class="index-entry-level-1">Setting Policies for Distributions on an Ad Hoc Basis</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">float_t</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/tr1.html" title="C99 and C++ TR1 C-style Functions"><span class="index-entry-level-1">C99 and C++ TR1 C-style Functions</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/extern_c/tr1.html" title="C99 and TR1 C Functions Overview"><span class="index-entry-level-1">C99 and TR1 C Functions Overview</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/extern_c/c99.html" title="C99 C Functions"><span class="index-entry-level-1">C99 C Functions</span></a></p></li>
@@ -133,12 +133,12 @@
</li>
</ul></div></dd>
<dt>
<a name="idx_id_52"></a><span class="term">G</span>
<a name="idx_id_54"></a><span class="term">G</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">gamma</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/gamma_dist.html" title="Gamma (and Erlang) Distribution"><span class="index-entry-level-1">Gamma (and Erlang) Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_gamma_dist.html" title="Inverse Gamma Distribution"><span class="index-entry-level-1">Inverse Gamma Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/namespace_policies.html" title="Setting Policies at Namespace or Translation Unit Scope"><span class="index-entry-level-1">Setting Policies at Namespace or Translation Unit Scope</span></a></p></li>
@@ -146,80 +146,80 @@
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">geometric</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/geometric_dist.html" title="Geometric Distribution"><span class="index-entry-level-1">Geometric Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/geometric_dist.html" title="Geometric Distribution"><span class="index-entry-level-1">Geometric Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_53"></a><span class="term">H</span>
<a name="idx_id_55"></a><span class="term">H</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">hypergeometric</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html" title="Hypergeometric Distribution"><span class="index-entry-level-1">Hypergeometric Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html" title="Hypergeometric Distribution"><span class="index-entry-level-1">Hypergeometric Distribution</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_54"></a><span class="term">I</span>
<a name="idx_id_56"></a><span class="term">I</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">indeterminate_result_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">inverse_chi_squared</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html" title="Inverse Chi Squared Distribution"><span class="index-entry-level-1">Inverse Chi Squared Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html" title="Inverse Chi Squared Distribution"><span class="index-entry-level-1">Inverse Chi Squared Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">inverse_gaussian</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html" title="Inverse Gaussian (or Inverse Normal) Distribution"><span class="index-entry-level-1">Inverse Gaussian (or Inverse Normal) Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html" title="Inverse Gaussian (or Inverse Normal) Distribution"><span class="index-entry-level-1">Inverse Gaussian (or Inverse Normal) Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_56"></a><span class="term">L</span>
<a name="idx_id_59"></a><span class="term">L</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">laplace</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/laplace_dist.html" title="Laplace Distribution"><span class="index-entry-level-1">Laplace Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/laplace_dist.html" title="Laplace Distribution"><span class="index-entry-level-1">Laplace Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">logistic</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/logistic_dist.html" title="Logistic Distribution"><span class="index-entry-level-1">Logistic Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/logistic_dist.html" title="Logistic Distribution"><span class="index-entry-level-1">Logistic Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">lognormal</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/lognormal_dist.html" title="Log Normal Distribution"><span class="index-entry-level-1">Log Normal Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/lognormal_dist.html" title="Log Normal Distribution"><span class="index-entry-level-1">Log Normal Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_58"></a><span class="term">N</span>
<a name="idx_id_61"></a><span class="term">N</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">negative_binomial</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/dist_construct_eg.html" title="Distribution Construction Example"><span class="index-entry-level-1">Distribution Construction Example</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/negative_binomial_dist.html" title="Negative Binomial Distribution"><span class="index-entry-level-1">Negative Binomial Distribution</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_beta</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_beta_dist.html" title="Noncentral Beta Distribution"><span class="index-entry-level-1">Noncentral Beta Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_beta_dist.html" title="Noncentral Beta Distribution"><span class="index-entry-level-1">Noncentral Beta Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_chi_squared</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html" title="Noncentral Chi-Squared Distribution"><span class="index-entry-level-1">Noncentral Chi-Squared Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html" title="Noncentral Chi-Squared Distribution"><span class="index-entry-level-1">Noncentral Chi-Squared Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_f</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_f_dist.html" title="Noncentral F Distribution"><span class="index-entry-level-1">Noncentral F Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_f_dist.html" title="Noncentral F Distribution"><span class="index-entry-level-1">Noncentral F Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">non_central_t</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_t_dist.html" title="Noncentral T Distribution"><span class="index-entry-level-1">Noncentral T Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/nc_t_dist.html" title="Noncentral T Distribution"><span class="index-entry-level-1">Noncentral T Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">normal</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/geometric_eg.html" title="Geometric Distribution Examples"><span class="index-entry-level-1">Geometric Distribution Examples</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/normal_dist.html" title="Normal (Gaussian) Distribution"><span class="index-entry-level-1">Normal (Gaussian) Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/namespace_policies.html" title="Setting Policies at Namespace or Translation Unit Scope"><span class="index-entry-level-1">Setting Policies at Namespace or Translation Unit Scope</span></a></p></li>
@@ -228,31 +228,31 @@
</li>
</ul></div></dd>
<dt>
<a name="idx_id_59"></a><span class="term">O</span>
<a name="idx_id_62"></a><span class="term">O</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">overflow_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_60"></a><span class="term">P</span>
<a name="idx_id_63"></a><span class="term">P</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">pareto</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/pareto.html" title="Pareto Distribution"><span class="index-entry-level-1">Pareto Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/pareto.html" title="Pareto Distribution"><span class="index-entry-level-1">Pareto Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">poisson</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/poisson_dist.html" title="Poisson Distribution"><span class="index-entry-level-1">Poisson Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/poisson_dist.html" title="Poisson Distribution"><span class="index-entry-level-1">Poisson Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">pole_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">policy_type</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/bernoulli_dist.html" title="Bernoulli Distribution"><span class="index-entry-level-1">Bernoulli Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/beta_dist.html" title="Beta Distribution"><span class="index-entry-level-1">Beta Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/binomial_dist.html" title="Binomial Distribution"><span class="index-entry-level-1">Binomial Distribution</span></a></p></li>
@@ -284,66 +284,66 @@
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">precision_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">promote_double_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">promote_float_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_62"></a><span class="term">R</span>
<a name="idx_id_65"></a><span class="term">R</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">rayleigh</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/rayleigh.html" title="Rayleigh Distribution"><span class="index-entry-level-1">Rayleigh Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/rayleigh.html" title="Rayleigh Distribution"><span class="index-entry-level-1">Rayleigh Distribution</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">rounding_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_63"></a><span class="term">S</span>
<a name="idx_id_66"></a><span class="term">S</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">students_t</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/namespaces.html" title="Namespaces"><span class="index-entry-level-1">Namespaces</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/students_t_dist.html" title="Students t Distribution"><span class="index-entry-level-1">Students t Distribution</span></a></p></li>
</ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_64"></a><span class="term">T</span>
<a name="idx_id_67"></a><span class="term">T</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">triangular</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/triangular_dist.html" title="Triangular Distribution"><span class="index-entry-level-1">Triangular Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/triangular_dist.html" title="Triangular Distribution"><span class="index-entry-level-1">Triangular Distribution</span></a></p></li></ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_65"></a><span class="term">U</span>
<a name="idx_id_68"></a><span class="term">U</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">underflow_error_type</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference"><span class="index-entry-level-1">Policy Class Reference</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">uniform</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/uniform_dist.html" title="Uniform Distribution"><span class="index-entry-level-1">Uniform Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/uniform_dist.html" title="Uniform Distribution"><span class="index-entry-level-1">Uniform Distribution</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_66"></a><span class="term">V</span>
<a name="idx_id_69"></a><span class="term">V</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">value_type</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/bernoulli_dist.html" title="Bernoulli Distribution"><span class="index-entry-level-1">Bernoulli Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/beta_dist.html" title="Beta Distribution"><span class="index-entry-level-1">Beta Distribution</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/binomial_dist.html" title="Binomial Distribution"><span class="index-entry-level-1">Binomial Distribution</span></a></p></li>
@@ -380,18 +380,19 @@
</ul></div>
</li></ul></div></dd>
<dt>
<a name="idx_id_67"></a><span class="term">W</span>
<a name="idx_id_70"></a><span class="term">W</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none">
<dd><div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">weibull</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/weibull_dist.html" title="Weibull Distribution"><span class="index-entry-level-1">Weibull Distribution</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/dist_ref/dists/weibull_dist.html" title="Weibull Distribution"><span class="index-entry-level-1">Weibull Distribution</span></a></p></li></ul></div>
</li></ul></div></dd>
</dl></div>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Macro Index</title>
<link rel="stylesheet" href="../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../index.html" title="Math Toolkit">
<link rel="up" href="../index.html" title="Math Toolkit">
<link rel="prev" href="s15.html" title="Typedef Index">
@@ -22,22 +22,22 @@
<div class="spirit-nav">
<a accesskey="p" href="s15.html"><img src="../../../../../../doc/src/images/prev.png" alt="Prev"></a><a accesskey="u" href="../index.html"><img src="../../../../../../doc/src/images/up.png" alt="Up"></a><a accesskey="h" href="../index.html"><img src="../../../../../../doc/src/images/home.png" alt="Home"></a><a accesskey="n" href="s17.html"><img src="../../../../../../doc/src/images/next.png" alt="Next"></a>
</div>
<div class="section id1299320">
<div class="section id1412620">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
<a name="id1299320"></a>Macro Index</h2></div></div></div>
<p><a class="link" href="s16.html#idx_id_70">B</a> <a class="link" href="s16.html#idx_id_74">F</a></p>
<div class="variablelist"><dl>
<a name="id1412620"></a>Macro Index</h2></div></div></div>
<p><a class="link" href="s16.html#idx_id_73">B</a> <a class="link" href="s16.html#idx_id_77">F</a></p>
<div class="variablelist"><dl class="variablelist">
<dt>
<a name="idx_id_70"></a><span class="term">B</span>
<a name="idx_id_73"></a><span class="term">B</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_CONSTANTS_GENERATE</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/constants/new_const.html" title="Defining New Constants"><span class="index-entry-level-1">Defining New Constants</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/constants/new_const.html" title="Defining New Constants"><span class="index-entry-level-1">Defining New Constants</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_DEFINE_MATH_CONSTANT</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/backgrounders/implementation.html" title="Additional Implementation Notes"><span class="index-entry-level-1">Additional Implementation Notes</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/constants/new_const.html" title="Defining New Constants"><span class="index-entry-level-1">Defining New Constants</span></a></p></li>
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@@ -45,23 +45,23 @@
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<p><span class="index-entry-level-0">BOOST_FPU_EXCEPTION_GUARD</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_HAS_LOG1P</span></p>
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</li>
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<p><span class="index-entry-level-0">BOOST_MATH_APPEND_EXPLICIT_TEMPLATE_NON_TYPE_SPEC</span></p>
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</li>
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<p><span class="index-entry-level-0">BOOST_MATH_APPEND_EXPLICIT_TEMPLATE_TYPE_SPEC</span></p>
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</li>
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<p><span class="index-entry-level-0">BOOST_MATH_ASSERT_UNDEFINED_POLICY</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/changing_policy_defaults.html" title="Changing the Policy Defaults"><span class="index-entry-level-1">Changing the Policy Defaults</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/assert_undefined.html" title="Mathematically Undefined Function Policies"><span class="index-entry-level-1">Mathematically Undefined Function Policies</span></a></p></li>
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@@ -69,22 +69,22 @@
</li>
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<p><span class="index-entry-level-0">BOOST_MATH_BUGGY_LARGE_FLOAT_CONSTANTS</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
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<p><span class="index-entry-level-0">BOOST_MATH_CONTROL_FP</span></p>
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</li>
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<p><span class="index-entry-level-0">BOOST_MATH_DECLARE_DISTRIBUTIONS</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/namespace_pol.html" title="Setting Polices at Namespace Scope"><span class="index-entry-level-1">Setting Polices at Namespace Scope</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/namespace_policies.html" title="Setting Policies at Namespace or Translation Unit Scope"><span class="index-entry-level-1">Setting Policies at Namespace or Translation Unit Scope</span></a></p></li>
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</li>
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<p><span class="index-entry-level-0">BOOST_MATH_DECLARE_SPECIAL_FUNCTIONS</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/user_def_err_pol.html" title="Calling User Defined Error Handlers"><span class="index-entry-level-1">Calling User Defined Error Handlers</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/namespace_pol.html" title="Setting Polices at Namespace Scope"><span class="index-entry-level-1">Setting Polices at Namespace Scope</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/namespace_policies.html" title="Setting Policies at Namespace or Translation Unit Scope"><span class="index-entry-level-1">Setting Policies at Namespace or Translation Unit Scope</span></a></p></li>
@@ -92,15 +92,15 @@
</li>
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<p><span class="index-entry-level-0">BOOST_MATH_DENORM_ERROR_POLICY</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_DIGITS10_POLICY</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_DISCRETE_QUANTILE_POLICY</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/binom_eg/binomial_quiz_example.html" title="Binomial Quiz Example"><span class="index-entry-level-1">Binomial Quiz Example</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/geometric_eg.html" title="Geometric Distribution Examples"><span class="index-entry-level-1">Geometric Distribution Examples</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example1.html" title="Negative Binomial Sales Quota Example."><span class="index-entry-level-1">Negative Binomial Sales Quota Example.</span></a></p></li>
@@ -109,7 +109,7 @@
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_DOMAIN_ERROR_POLICY</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/backgrounders/implementation.html" title="Additional Implementation Notes"><span class="index-entry-level-1">Additional Implementation Notes</span></a></p></li>
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<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/error_eg.html" title="Error Handling Example"><span class="index-entry-level-1">Error Handling Example</span></a></p></li>
@@ -118,86 +118,86 @@
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_EVALUATION_ERROR_POLICY</span></p>
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</li>
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<p><span class="index-entry-level-0">BOOST_MATH_EXPLICIT_TEMPLATE_NON_TYPE</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_EXPLICIT_TEMPLATE_TYPE</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_EXPLICIT_TEMPLATE_TYPE_SPEC</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_INDETERMINATE_RESULT_ERROR_POLICY</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_INSTRUMENT_CODE</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_INSTRUMENT_FPU</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_INSTRUMENT_VARIABLE</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_INT_TABLE_TYPE</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_INT_VALUE_SUFFIX</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_MAX_POLY_ORDER</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_MAX_ROOT_ITERATION_POLICY</span></p>
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<p><span class="index-entry-level-0">BOOST_MATH_MAX_SERIES_ITERATION_POLICY</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/iteration_pol.html" title="Iteration Limits Policies"><span class="index-entry-level-1">Iteration Limits Policies</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_NO_DEDUCED_FUNCTION_POINTERS</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/compilers_overview.html#math_toolkit.main_overview.compilers_overview.supported_tested_compilers" title="Table&#160;9.&#160;Supported/Tested Compilers"><span class="index-entry-level-1">Supported/Tested Compilers</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_NO_REAL_CONCEPT_TESTS</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_OVERFLOW_ERROR_POLICY</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_tutorial/changing_policy_defaults.html" title="Changing the Policy Defaults"><span class="index-entry-level-1">Changing the Policy Defaults</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/special/powers/ct_pow.html" title="Compile Time Power of a Runtime Base"><span class="index-entry-level-1">Compile Time Power of a Runtime Base</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/dist/stat_tut/weg/error_eg.html" title="Error Handling Example"><span class="index-entry-level-1">Error Handling Example</span></a></p></li>
@@ -208,88 +208,89 @@
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_POLE_ERROR_POLICY</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_POLY_METHOD</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_tuning" title="Table&#160;12.&#160;Boost.Math Tuning"><span class="index-entry-level-1">Boost.Math Tuning</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/perf/tuning.html" title="Performance Tuning Macros"><span class="index-entry-level-1">Performance Tuning Macros</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_PROMOTE_DOUBLE_POLICY</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/perf/tuning.html" title="Performance Tuning Macros"><span class="index-entry-level-1">Performance Tuning Macros</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_PROMOTE_FLOAT_POLICY</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_RATIONAL_METHOD</span></p>
<div class="index"><ul class="index" type="none" compact>
<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_tuning" title="Table&#160;12.&#160;Boost.Math Tuning"><span class="index-entry-level-1">Boost.Math Tuning</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/perf/tuning.html" title="Performance Tuning Macros"><span class="index-entry-level-1">Performance Tuning Macros</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_ROUNDING_ERROR_POLICY</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_SMALL_CONSTANT</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_STD_USING</span></p>
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<div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li>
<li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/constants/new_const.html" title="Defining New Constants"><span class="index-entry-level-1">Defining New Constants</span></a></p></li>
</ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_UNDERFLOW_ERROR_POLICY</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/policy/pol_ref/policy_defaults.html" title="Using Macros to Change the Policy Defaults"><span class="index-entry-level-1">Using Macros to Change the Policy Defaults</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">BOOST_MATH_USE_C99</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/main_overview/config_macros.html#math_toolkit.main_overview.config_macros.boost_math_macros" title="Table&#160;11.&#160;Boost.Math Macros"><span class="index-entry-level-1">Boost.Math Macros</span></a></p></li></ul></div>
</li>
</ul></div></dd>
<dt>
<a name="idx_id_74"></a><span class="term">F</span>
<a name="idx_id_77"></a><span class="term">F</span>
</dt>
<dd><div class="index"><ul class="index" type="none" compact>
<dd><div class="index"><ul class="index" style="list-style-type: none; ">
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">FP_INFINITE</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">FP_NAN</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">FP_NORMAL</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">FP_SUBNORMAL</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
</li>
<li class="listitem" style="list-style-type: none">
<p><span class="index-entry-level-0">FP_ZERO</span></p>
<div class="index"><ul class="index" type="none" compact><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
<div class="index"><ul class="index" style="list-style-type: none; "><li class="listitem" style="list-style-type: none"><p><a class="link" href="../math_toolkit/utils/fpclass.html" title="Floating-Point Classification: Infinities and NaNs"><span class="index-entry-level-1">Floating-Point Classification: Infinities and NaNs</span></a></p></li></ul></div>
</li>
</ul></div></dd>
</dl></div>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Backgrounders</title>
<link rel="stylesheet" href="../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../index.html" title="Math Toolkit">
<link rel="up" href="../index.html" title="Math Toolkit">
<link rel="prev" href="perf/perf_test_app.html" title="The Performance Test Application">
@@ -37,8 +37,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Additional Implementation Notes</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../index.html" title="Math Toolkit">
<link rel="up" href="../backgrounders.html" title="Backgrounders">
<link rel="prev" href="../backgrounders.html" title="Backgrounders">
@@ -34,7 +34,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h0"></a>
<span><a name="math_toolkit.backgrounders.implementation.implemention_philosophy"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.implemention_philosophy">Implemention
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.implemention_philosophy"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.implemention_philosophy">Implemention
philosophy</a>
</h5>
<p>
@@ -86,7 +86,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h1"></a>
<span><a name="math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values">Accuracy
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values">Accuracy
and Representation of Test Values</a>
</h5>
<p>
@@ -131,13 +131,13 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h2"></a>
<span><a name="math_toolkit.backgrounders.implementation.tolerance_of_tests"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.tolerance_of_tests">Tolerance
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.tolerance_of_tests"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.tolerance_of_tests">Tolerance
of Tests</a>
</h5>
<p>
The tolerances need to be set to the maximum of:
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Some epsilon value.
</li>
@@ -157,7 +157,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h3"></a>
<span><a name="math_toolkit.backgrounders.implementation.handling_unsuitable_arguments"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_unsuitable_arguments">Handling
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.handling_unsuitable_arguments"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_unsuitable_arguments">Handling
Unsuitable Arguments</a>
</h5>
<p>
@@ -166,7 +166,7 @@
it is proposed that signalling a domain error is mandatory when the argument
would give an mathematically undefined result.
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc"><li class="listitem">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; "><li class="listitem">
Guideline 1
</li></ul></div>
<div class="blockquote"><blockquote class="blockquote"><p>
@@ -183,7 +183,7 @@
a domain error whenever evaluated with argument values for which the mathematical
function is undefined.
</p></blockquote></div>
<div class="itemizedlist"><ul class="itemizedlist" type="disc"><li class="listitem">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; "><li class="listitem">
Guideline 2
</li></ul></div>
<div class="blockquote"><blockquote class="blockquote"><p>
@@ -225,7 +225,7 @@
</table></div>
<h5>
<a name="math_toolkit.backgrounders.implementation.h4"></a>
<span><a name="math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined">Handling
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined">Handling
of Functions that are Not Mathematically defined</a>
</h5>
<p>
@@ -259,7 +259,7 @@
</table></div>
<h5>
<a name="math_toolkit.backgrounders.implementation.h5"></a>
<span><a name="math_toolkit.backgrounders.implementation.median_of_distributions"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.median_of_distributions">Median
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.median_of_distributions"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.median_of_distributions">Median
of distributions</a>
</h5>
<p>
@@ -294,7 +294,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h6"></a>
<span><a name="math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity">Handling
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity">Handling
of Floating-Point Infinity</a>
</h5>
<p>
@@ -318,7 +318,22 @@
<p>
However in a few cases, for example normal, where we felt it obvious, we
have permitted argument(s) to be infinity, provided infinity is implemented
for the realType on that implementation.
for the <code class="computeroutput"><span class="identifier">RealType</span></code> on that
implementation, and it is supported and tested by the distribution.
</p>
<p>
The range for these distributions is set to infinity if supported by the
platform, (by testing <code class="computeroutput"><span class="identifier">std</span><span class="special">::</span><span class="identifier">numeric_limits</span><span class="special">&lt;</span><span class="identifier">RealType</span><span class="special">&gt;::</span><span class="identifier">has_infinity</span></code>)
else the maximum value provided for the <code class="computeroutput"><span class="identifier">RealType</span></code>
by Boost.Math.
</p>
<p>
Testing for has_infinity is obviously important for arbitrary precision types
where infinity makes much less sense than for IEEE754 floating-point.
</p>
<p>
So far we have not set <code class="computeroutput"><span class="identifier">support</span><span class="special">()</span></code> function (only range) on the grounds that
the PDF is uninteresting/zero for infinities.
</p>
<p>
Users who require special handling of infinity (or other specific value)
@@ -338,7 +353,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h7"></a>
<span><a name="math_toolkit.backgrounders.implementation.scale__shape_and_location"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.scale__shape_and_location">Scale,
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.scale__shape_and_location"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.scale__shape_and_location">Scale,
Shape and Location</a>
</h5>
<p>
@@ -365,10 +380,10 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h8"></a>
<span><a name="math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions">Notes
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions">Notes
on Implementation of Specific Functions &amp; Distributions</a>
</h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc"><li class="listitem">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; "><li class="listitem">
Default parameters for the Triangular Distribution. We are uncertain
about the best default parameters. Some sources suggest that the Standard
Triangular Distribution has lower = 0, mode = half and upper = 1. However
@@ -377,7 +392,7 @@
</li></ul></div>
<h5>
<a name="math_toolkit.backgrounders.implementation.h9"></a>
<span><a name="math_toolkit.backgrounders.implementation.rational_approximations_used"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.rational_approximations_used">Rational
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.rational_approximations_used"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.rational_approximations_used">Rational
Approximations Used</a>
</h5>
<p>
@@ -420,7 +435,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h10"></a>
<span><a name="math_toolkit.backgrounders.implementation.representation_of_mathematical_constants"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.representation_of_mathematical_constants">Representation
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.representation_of_mathematical_constants"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.representation_of_mathematical_constants">Representation
of Mathematical Constants</a>
</h5>
<p>
@@ -481,7 +496,7 @@
</pre>
<h5>
<a name="math_toolkit.backgrounders.implementation.h11"></a>
<span><a name="math_toolkit.backgrounders.implementation.thread_safety"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.thread_safety">Thread
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.thread_safety"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.thread_safety">Thread
safety</a>
</h5>
<p>
@@ -506,7 +521,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h12"></a>
<span><a name="math_toolkit.backgrounders.implementation.sources_of_test_data"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.sources_of_test_data">Sources
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.sources_of_test_data"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.sources_of_test_data">Sources
of Test Data</a>
</h5>
<p>
@@ -547,7 +562,75 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h13"></a>
<span><a name="math_toolkit.backgrounders.implementation.creating_and_managing_the_equations"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.creating_and_managing_the_equations">Creating
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.testing_for_invalid_parameters_to_functions_and_constructors"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.testing_for_invalid_parameters_to_functions_and_constructors">Testing
for Invalid Parameters to Functions and Constructors</a>
</h5>
<p>
After finding that some 'bad' parameters (like NaN) were not throwing a
<code class="computeroutput"><span class="identifier">domain_error</span></code> exception as
they should, a function
</p>
<p>
<code class="computeroutput"><span class="identifier">check_out_of_range</span></code> (in <code class="computeroutput"><span class="identifier">test_out_of_range</span><span class="special">.</span><span class="identifier">hpp</span></code>) was devised by JM to check (using
Boost.Test's BOOST_CHECK_THROW macro) that bad parameters passed to constructors
and functions throw <code class="computeroutput"><span class="identifier">domain_error</span></code>
exceptions.
</p>
<p>
Usage is <code class="computeroutput"><span class="identifier">check_out_of_range</span><span class="special">&lt;</span> <span class="identifier">DistributionType</span>
<span class="special">&gt;(</span><span class="identifier">list</span><span class="special">-</span><span class="identifier">of</span><span class="special">-</span><span class="identifier">params</span><span class="special">);</span></code>
Where list-of-params is a list of <span class="bold"><strong>valid</strong></span>
parameters from which the distribution can be constructed - ie the same number
of args are passed to the function, as are passed to the distribution constructor.
</p>
<p>
The values of the parameters are not important, but must be <span class="bold"><strong>valid</strong></span>
to pass the contructor checks; the default values are suitable, but must
be explicitly provided, for example:
</p>
<pre class="programlisting"><span class="identifier">check_out_of_range</span><span class="special">&lt;</span><span class="identifier">extreme_value_distribution</span><span class="special">&lt;</span><span class="identifier">RealType</span><span class="special">&gt;</span> <span class="special">&gt;(</span><span class="number">1</span><span class="special">,</span> <span class="number">2</span><span class="special">);</span>
</pre>
<p>
Checks made are:
</p>
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Infinity or NaN (if available) passed in place of each of the valid params.
</li>
<li class="listitem">
Infinity or NaN (if available) as a random variable.
</li>
<li class="listitem">
Out-of-range random variable passed to pdf and cdf (ie outside of "range(DistributionType)").
</li>
<li class="listitem">
Out-of-range probability passed to quantile function and complement.
</li>
</ul></div>
<p>
but does <span class="bold"><strong>not</strong></span> check finite but out-of-range
parameters to the constructor because these are specific to each distribution,
for example:
</p>
<pre class="programlisting"><span class="identifier">BOOST_CHECK_THROW</span><span class="special">(</span><span class="identifier">pdf</span><span class="special">(</span><span class="identifier">pareto_distribution</span><span class="special">&lt;</span><span class="identifier">RealType</span><span class="special">&gt;(</span><span class="number">0</span><span class="special">,</span> <span class="number">1</span><span class="special">),</span> <span class="number">0</span><span class="special">),</span> <span class="identifier">std</span><span class="special">::</span><span class="identifier">domain_error</span><span class="special">);</span>
<span class="identifier">BOOST_CHECK_THROW</span><span class="special">(</span><span class="identifier">pdf</span><span class="special">(</span><span class="identifier">pareto_distribution</span><span class="special">&lt;</span><span class="identifier">RealType</span><span class="special">&gt;(</span><span class="number">1</span><span class="special">,</span> <span class="number">0</span><span class="special">),</span> <span class="number">0</span><span class="special">),</span> <span class="identifier">std</span><span class="special">::</span><span class="identifier">domain_error</span><span class="special">);</span>
</pre>
<p>
checks <code class="computeroutput"><span class="identifier">scale</span></code> and <code class="computeroutput"><span class="identifier">shape</span></code> parameters are both &gt; 0 by checking
that <code class="computeroutput"><span class="identifier">domain_error</span></code> exception
is thrown if either are == 0.
</p>
<p>
(Use of <code class="computeroutput"><span class="identifier">check_out_of_range</span></code>
function may mean that some previous tests are now redundant).
</p>
<p>
It was also noted that if more than one parameter is bad, then only the first
detected will be reported by the error message.
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h14"></a>
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.creating_and_managing_the_equations"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.creating_and_managing_the_equations">Creating
and Managing the Equations</a>
</h5>
<p>
@@ -736,8 +819,8 @@ done</pre>
HTML: this needs further investigation.
</p>
<h5>
<a name="math_toolkit.backgrounders.implementation.h14"></a>
<span><a name="math_toolkit.backgrounders.implementation.producing_graphs"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.producing_graphs">Producing
<a name="math_toolkit.backgrounders.implementation.h15"></a>
<span class="phrase"><a name="math_toolkit.backgrounders.implementation.producing_graphs"></a></span><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.producing_graphs">Producing
Graphs</a>
</h5>
<p>
@@ -755,8 +838,9 @@ done</pre>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>The Lanczos Approximation</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../index.html" title="Math Toolkit">
<link rel="up" href="../backgrounders.html" title="Backgrounders">
<link rel="prev" href="relative_error.html" title="Relative Error">
@@ -28,7 +28,7 @@
</h3></div></div></div>
<h5>
<a name="math_toolkit.backgrounders.lanczos.h0"></a>
<span><a name="math_toolkit.backgrounders.lanczos.motivation"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.motivation">Motivation</a>
<span class="phrase"><a name="math_toolkit.backgrounders.lanczos.motivation"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.motivation">Motivation</a>
</h5>
<p>
<span class="emphasis"><em>Why base gamma and gamma-like functions on the Lanczos approximation?</em></span>
@@ -45,7 +45,7 @@
Lanczos approximation does have a couple of properties that make it worthy
of further consideration:
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
The approximation has an easy to compute truncation error that holds
for all <span class="emphasis"><em>z &gt; 0</em></span>. In practice that means we can
@@ -100,7 +100,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.lanczos.h1"></a>
<span><a name="math_toolkit.backgrounders.lanczos.the_approximation"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.the_approximation">The Approximation</a>
<span class="phrase"><a name="math_toolkit.backgrounders.lanczos.the_approximation"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.the_approximation">The Approximation</a>
</h5>
<p>
The Lanczos Approximation to the Gamma Function is given by:
@@ -161,7 +161,7 @@
</table></div>
<h5>
<a name="math_toolkit.backgrounders.lanczos.h2"></a>
<span><a name="math_toolkit.backgrounders.lanczos.computing_the_coefficients"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.computing_the_coefficients">Computing
<span class="phrase"><a name="math_toolkit.backgrounders.lanczos.computing_the_coefficients"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.computing_the_coefficients">Computing
the Coefficients</a>
</h5>
<p>
@@ -205,7 +205,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.lanczos.h3"></a>
<span><a name="math_toolkit.backgrounders.lanczos.choosing_the_right_parameters"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.choosing_the_right_parameters">Choosing
<span class="phrase"><a name="math_toolkit.backgrounders.lanczos.choosing_the_right_parameters"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.choosing_the_right_parameters">Choosing
the Right Parameters</a>
</h5>
<p>
@@ -228,7 +228,7 @@
computing to float precision with double precision arithmetic.
</p>
<div class="table">
<a name="math_toolkit.backgrounders.lanczos.optimal_choices_for_n_and_g_when_computing_with_guard_digits__source__pugh_"></a><p class="title"><b>Table&#160;58.&#160;Optimal choices for N and g when computing with guard digits (source:
<a name="math_toolkit.backgrounders.lanczos.optimal_choices_for_n_and_g_when_computing_with_guard_digits__source__pugh_"></a><p class="title"><b>Table&#160;59.&#160;Optimal choices for N and g when computing with guard digits (source:
Pugh)</b></p>
<div class="table-contents"><table class="table" summary="Optimal choices for N and g when computing with guard digits (source:
Pugh)">
@@ -371,7 +371,7 @@
exactly matches the machine epsilon for the type in question.
</p>
<div class="table">
<a name="math_toolkit.backgrounders.lanczos.optimum_value_for_n_and_g_when_computing_at_fixed_precision"></a><p class="title"><b>Table&#160;59.&#160;Optimum value for N and g when computing at fixed precision</b></p>
<a name="math_toolkit.backgrounders.lanczos.optimum_value_for_n_and_g_when_computing_at_fixed_precision"></a><p class="title"><b>Table&#160;60.&#160;Optimum value for N and g when computing at fixed precision</b></p>
<div class="table-contents"><table class="table" summary="Optimum value for N and g when computing at fixed precision">
<colgroup>
<col>
@@ -535,7 +535,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.lanczos.h4"></a>
<span><a name="math_toolkit.backgrounders.lanczos.references"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.references">References</a>
<span class="phrase"><a name="math_toolkit.backgrounders.lanczos.references"></a></span><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.references">References</a>
</h5>
<div class="orderedlist"><ol class="orderedlist" type="1">
<li class="listitem">
@@ -559,8 +559,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>References</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../index.html" title="Math Toolkit">
<link rel="up" href="../backgrounders.html" title="Backgrounders">
<link rel="prev" href="remez.html" title="The Remez Method">
@@ -28,7 +28,7 @@
</h3></div></div></div>
<h5>
<a name="math_toolkit.backgrounders.refs.h0"></a>
<span><a name="math_toolkit.backgrounders.refs.general_references"></a></span><a class="link" href="refs.html#math_toolkit.backgrounders.refs.general_references">General
<span class="phrase"><a name="math_toolkit.backgrounders.refs.general_references"></a></span><a class="link" href="refs.html#math_toolkit.backgrounders.refs.general_references">General
references</a>
</h5>
<p>
@@ -99,7 +99,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.refs.h1"></a>
<span><a name="math_toolkit.backgrounders.refs.calculators"></a></span><a class="link" href="refs.html#math_toolkit.backgrounders.refs.calculators">Calculators</a>
<span class="phrase"><a name="math_toolkit.backgrounders.refs.calculators"></a></span><a class="link" href="refs.html#math_toolkit.backgrounders.refs.calculators">Calculators</a>
</h5>
<p>
We found (and used to create cross-check spot values - as far as their accuracy
@@ -121,7 +121,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.refs.h2"></a>
<span><a name="math_toolkit.backgrounders.refs.other_libraries"></a></span><a class="link" href="refs.html#math_toolkit.backgrounders.refs.other_libraries">Other
<span class="phrase"><a name="math_toolkit.backgrounders.refs.other_libraries"></a></span><a class="link" href="refs.html#math_toolkit.backgrounders.refs.other_libraries">Other
Libraries</a>
</h5>
<p>
@@ -202,8 +202,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Relative Error</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../index.html" title="Math Toolkit">
<link rel="up" href="../backgrounders.html" title="Backgrounders">
<link rel="prev" href="implementation.html" title="Additional Implementation Notes">
@@ -79,7 +79,7 @@
</p>
<a name="zero_error"></a><h5>
<a name="math_toolkit.backgrounders.relative_error.h0"></a>
<span><a name="math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error"></a></span><a class="link" href="relative_error.html#math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error">The
<span class="phrase"><a name="math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error"></a></span><a class="link" href="relative_error.html#math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error">The
Impossibility of Zero Error</a>
</h5>
<p>
@@ -106,8 +106,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>The Remez Method</title>
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<link rel="prev" href="lanczos.html" title="The Lanczos Approximation">
@@ -65,7 +65,7 @@
yields the smallest maximal value of the error function. Chebyshev showed
that there is a unique minimax solution for R(x) that has the following properties:
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
If R(x) is a polynomial of degree N, then there are N+2 unknowns: the
N+1 coefficients of the polynomial, and maximal value of the error function.
@@ -95,7 +95,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.remez.h0"></a>
<span><a name="math_toolkit.backgrounders.remez.the_remez_method"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.the_remez_method">The
<span class="phrase"><a name="math_toolkit.backgrounders.remez.the_remez_method"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.the_remez_method">The
Remez Method</a>
</h5>
<p>
@@ -175,7 +175,7 @@
</table></div>
<h5>
<a name="math_toolkit.backgrounders.remez.h1"></a>
<span><a name="math_toolkit.backgrounders.remez.remez_step_1"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_1">Remez
<span class="phrase"><a name="math_toolkit.backgrounders.remez.remez_step_1"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_1">Remez
Step 1</a>
</h5>
<p>
@@ -206,7 +206,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.remez.h2"></a>
<span><a name="math_toolkit.backgrounders.remez.remez_step_2"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_2">Remez
<span class="phrase"><a name="math_toolkit.backgrounders.remez.remez_step_2"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_2">Remez
Step 2</a>
</h5>
<p>
@@ -235,7 +235,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.remez.h3"></a>
<span><a name="math_toolkit.backgrounders.remez.iteration"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.iteration">Iteration</a>
<span class="phrase"><a name="math_toolkit.backgrounders.remez.iteration"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.iteration">Iteration</a>
</h5>
<p>
The Remez method then performs steps 1 and 2 above iteratively until the
@@ -251,7 +251,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.remez.h4"></a>
<span><a name="math_toolkit.backgrounders.remez.rational_approximations"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.rational_approximations">Rational
<span class="phrase"><a name="math_toolkit.backgrounders.remez.rational_approximations"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.rational_approximations">Rational
Approximations</a>
</h5>
<p>
@@ -300,7 +300,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.remez.h5"></a>
<span><a name="math_toolkit.backgrounders.remez.practical_considerations"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.practical_considerations">Practical
<span class="phrase"><a name="math_toolkit.backgrounders.remez.practical_considerations"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.practical_considerations">Practical
Considerations</a>
</h5>
<p>
@@ -408,7 +408,7 @@
</p>
<h5>
<a name="math_toolkit.backgrounders.remez.h6"></a>
<span><a name="math_toolkit.backgrounders.remez.remez_method_checklist"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_method_checklist">Remez Method
<span class="phrase"><a name="math_toolkit.backgrounders.remez.remez_method_checklist"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_method_checklist">Remez Method
Checklist</a>
</h5>
<p>
@@ -416,7 +416,7 @@
wrong, it is by no means an exhaustive list, but is provided in the hopes
that it will prove useful.
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Is the function smooth enough? Can it be better separated into a rapidly
changing part, and an asymptotic part?
@@ -462,7 +462,7 @@
</ul></div>
<h5>
<a name="math_toolkit.backgrounders.remez.h7"></a>
<span><a name="math_toolkit.backgrounders.remez.references"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.references">References</a>
<span class="phrase"><a name="math_toolkit.backgrounders.remez.references"></a></span><a class="link" href="remez.html#math_toolkit.backgrounders.remez.references">References</a>
</h5>
<p>
The original references for the Remez Method and it's extension to rational
@@ -527,8 +527,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Mathematical Constants</title>
<link rel="stylesheet" href="../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
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<link rel="up" href="../index.html" title="Math Toolkit">
<link rel="prev" href="extern_c/tr1_ref.html" title="TR1 C Functions Quick Reference">
@@ -44,8 +44,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>FAQs</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
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<link rel="prev" href="new_const.html" title="Defining New Constants">
@@ -28,7 +28,7 @@
</h3></div></div></div>
<h5>
<a name="math_toolkit.constants.FAQ.h0"></a>
<span><a name="math_toolkit.constants.FAQ.why_are__emphasis_these__emphasis__constants_chosen_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.why_are__emphasis_these__emphasis__constants_chosen_">Why
<span class="phrase"><a name="math_toolkit.constants.FAQ.why_are__emphasis_these__emphasis__constants_chosen_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.why_are__emphasis_these__emphasis__constants_chosen_">Why
are <span class="emphasis"><em>these</em></span> Constants Chosen?</a>
</h5>
<p>
@@ -37,7 +37,7 @@
<p>
Some of the criteria we have used are:
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Used in Boost.Math.
</li>
@@ -62,10 +62,10 @@
</ul></div>
<h5>
<a name="math_toolkit.constants.FAQ.h1"></a>
<span><a name="math_toolkit.constants.FAQ.how_are_constants_named_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_are_constants_named_">How
<span class="phrase"><a name="math_toolkit.constants.FAQ.how_are_constants_named_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_are_constants_named_">How
are constants named?</a>
</h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Not macros, so no upper case.
</li>
@@ -83,7 +83,7 @@
</li>
<li class="listitem">
Abbreviation conventions:
<div class="itemizedlist"><ul class="itemizedlist" type="circle">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: circle; ">
<li class="listitem">
root for square root.
</li>
@@ -123,7 +123,7 @@
</ul></div>
<h5>
<a name="math_toolkit.constants.FAQ.h2"></a>
<span><a name="math_toolkit.constants.FAQ.how_are_the_constants_derived_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_are_the_constants_derived_">How are
<span class="phrase"><a name="math_toolkit.constants.FAQ.how_are_the_constants_derived_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_are_the_constants_derived_">How are
the constants derived?</a>
</h5>
<p>
@@ -133,7 +133,7 @@
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h3"></a>
<span><a name="math_toolkit.constants.FAQ.how_accurate_are_the_constants_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_accurate_are_the_constants_">How
<span class="phrase"><a name="math_toolkit.constants.FAQ.how_accurate_are_the_constants_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_accurate_are_the_constants_">How
Accurate are the constants?</a>
</h5>
<p>
@@ -143,7 +143,7 @@
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h4"></a>
<span><a name="math_toolkit.constants.FAQ.how_are_the_constants_tested_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_are_the_constants_tested_">How are
<span class="phrase"><a name="math_toolkit.constants.FAQ.how_are_the_constants_tested_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.how_are_the_constants_tested_">How are
the constants tested?</a>
</h5>
<div class="orderedlist"><ol class="orderedlist" type="1">
@@ -184,7 +184,7 @@
</table></div>
<h5>
<a name="math_toolkit.constants.FAQ.h5"></a>
<span><a name="math_toolkit.constants.FAQ.why_is_portability_important_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.why_is_portability_important_">Why is
<span class="phrase"><a name="math_toolkit.constants.FAQ.why_is_portability_important_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.why_is_portability_important_">Why is
Portability important?</a>
</h5>
<p>
@@ -207,7 +207,7 @@
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h6"></a>
<span><a name="math_toolkit.constants.FAQ.what_is_the_internal_format_of_the_constants__and_why_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.what_is_the_internal_format_of_the_constants__and_why_">What
<span class="phrase"><a name="math_toolkit.constants.FAQ.what_is_the_internal_format_of_the_constants__and_why_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.what_is_the_internal_format_of_the_constants__and_why_">What
is the Internal Format of the constants, and why?</a>
</h5>
<p>
@@ -254,7 +254,7 @@
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h7"></a>
<span><a name="math_toolkit.constants.FAQ.what_floating_point_types_could_i_use_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.what_floating_point_types_could_i_use_">What
<span class="phrase"><a name="math_toolkit.constants.FAQ.what_floating_point_types_could_i_use_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.what_floating_point_types_could_i_use_">What
Floating-point Types could I use?</a>
</h5>
<p>
@@ -266,7 +266,7 @@
</p>
<h6>
<a name="math_toolkit.constants.FAQ.h8"></a>
<span><a name="math_toolkit.constants.FAQ.boost_multiprecision_by_christopher_kormanyos"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.boost_multiprecision_by_christopher_kormanyos">Boost.Multiprecision
<span class="phrase"><a name="math_toolkit.constants.FAQ.boost_multiprecision_by_christopher_kormanyos"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.boost_multiprecision_by_christopher_kormanyos">Boost.Multiprecision
by Christopher Kormanyos</a>
</h6>
<p>
@@ -280,7 +280,7 @@
</p>
<h6>
<a name="math_toolkit.constants.FAQ.h9"></a>
<span><a name="math_toolkit.constants.FAQ.boost_cpp_float_by_john_maddock_using_expression_templates"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.boost_cpp_float_by_john_maddock_using_expression_templates">Boost.cpp_float
<span class="phrase"><a name="math_toolkit.constants.FAQ.boost_cpp_float_by_john_maddock_using_expression_templates"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.boost_cpp_float_by_john_maddock_using_expression_templates">Boost.cpp_float
by John Maddock using Expression Templates</a>
</h6>
<p>
@@ -290,7 +290,7 @@
</p>
<h6>
<a name="math_toolkit.constants.FAQ.h10"></a>
<span><a name="math_toolkit.constants.FAQ.ntl_class_quad_float"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.ntl_class_quad_float">NTL
<span class="phrase"><a name="math_toolkit.constants.FAQ.ntl_class_quad_float"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.ntl_class_quad_float">NTL
class quad_float</a>
</h6>
<p>
@@ -332,7 +332,7 @@
</table></div>
<h6>
<a name="math_toolkit.constants.FAQ.h11"></a>
<span><a name="math_toolkit.constants.FAQ.ntl_class_rr"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.ntl_class_rr">NTL
<span class="phrase"><a name="math_toolkit.constants.FAQ.ntl_class_rr"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.ntl_class_rr">NTL
class RR</a>
</h6>
<p>
@@ -349,17 +349,17 @@
</p>
<h6>
<a name="math_toolkit.constants.FAQ.h12"></a>
<span><a name="math_toolkit.constants.FAQ.gmp_and_mpfr"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.gmp_and_mpfr">GMP
<span class="phrase"><a name="math_toolkit.constants.FAQ.gmp_and_mpfr"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.gmp_and_mpfr">GMP
and MPFR</a>
</h6>
<p>
<a href="../../gmplib.org" target="_top">GMP</a> and <a href="http://www.mpfr.org/" target="_top">MPFR</a>
<a href="http://gmplib.org" target="_top">GMP</a> and <a href="http://www.mpfr.org/" target="_top">MPFR</a>
have also been used to compute constants, but are licensed under the <a href="http://www.gnu.org/copyleft/lesser.html" target="_top">Lesser GPL license</a>
and are <span class="bold"><strong>not licensed for commercial use</strong></span>.
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h13"></a>
<span><a name="math_toolkit.constants.FAQ.what_happened_to_a_previous_collection_of_constants_proposed_for_boost_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.what_happened_to_a_previous_collection_of_constants_proposed_for_boost_">What
<span class="phrase"><a name="math_toolkit.constants.FAQ.what_happened_to_a_previous_collection_of_constants_proposed_for_boost_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.what_happened_to_a_previous_collection_of_constants_proposed_for_boost_">What
happened to a previous collection of constants proposed for Boost?</a>
</h5>
<p>
@@ -382,7 +382,7 @@
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h14"></a>
<span><a name="math_toolkit.constants.FAQ.why_do_the_constants__internally__have_a_struct_rather_than_a_simple_function_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.why_do_the_constants__internally__have_a_struct_rather_than_a_simple_function_">Why
<span class="phrase"><a name="math_toolkit.constants.FAQ.why_do_the_constants__internally__have_a_struct_rather_than_a_simple_function_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.why_do_the_constants__internally__have_a_struct_rather_than_a_simple_function_">Why
do the constants (internally) have a struct rather than a simple function?</a>
</h5>
<p>
@@ -394,7 +394,7 @@
</p>
<h5>
<a name="math_toolkit.constants.FAQ.h15"></a>
<span><a name="math_toolkit.constants.FAQ.where_can_i_find_other_high_precision_constants_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.where_can_i_find_other_high_precision_constants_">Where
<span class="phrase"><a name="math_toolkit.constants.FAQ.where_can_i_find_other_high_precision_constants_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.where_can_i_find_other_high_precision_constants_">Where
can I find other high precision constants?</a>
</h5>
<div class="orderedlist"><ol class="orderedlist" type="1">
@@ -437,13 +437,13 @@
</ol></div>
<h5>
<a name="math_toolkit.constants.FAQ.h16"></a>
<span><a name="math_toolkit.constants.FAQ.where_are_physical_constants_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.where_are_physical_constants_">Where
<span class="phrase"><a name="math_toolkit.constants.FAQ.where_are_physical_constants_"></a></span><a class="link" href="FAQ.html#math_toolkit.constants.FAQ.where_are_physical_constants_">Where
are Physical Constants?</a>
</h5>
<p>
Not here in this Boost.Math collection, because physical constants:
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Are measurements.
</li>
@@ -465,8 +465,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>The Mathematical Constants</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
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<link rel="up" href="../constants.html" title="Mathematical Constants">
<link rel="prev" href="tutorial/user_def.html" title="Use With User Defined Types">
@@ -31,7 +31,7 @@
rationale for their inclusion).
</p>
<div class="table">
<a name="math_toolkit.constants.constants.mathematical_constants"></a><p class="title"><b>Table&#160;51.&#160;Mathematical Constants</b></p>
<a name="math_toolkit.constants.constants.mathematical_constants"></a><p class="title"><b>Table&#160;52.&#160;Mathematical Constants</b></p>
<div class="table-contents"><table class="table" summary="Mathematical Constants">
<colgroup>
<col>
@@ -1474,8 +1474,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Introduction</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
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<link rel="prev" href="../constants.html" title="Mathematical Constants">
@@ -31,10 +31,10 @@
</p>
<h5>
<a name="math_toolkit.constants.intro.h0"></a>
<span><a name="math_toolkit.constants.intro.why_use_boost_math_mathematical_constants_"></a></span><a class="link" href="intro.html#math_toolkit.constants.intro.why_use_boost_math_mathematical_constants_">Why
<span class="phrase"><a name="math_toolkit.constants.intro.why_use_boost_math_mathematical_constants_"></a></span><a class="link" href="intro.html#math_toolkit.constants.intro.why_use_boost_math_mathematical_constants_">Why
use Boost.Math mathematical constants?</a>
</h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
Readable. For the very many jobs just using built-in like <code class="computeroutput"><span class="keyword">double</span></code>, you can just write expressions
like
@@ -53,7 +53,7 @@
<li class="listitem">
Accurate - ensuring that the values are as accurate as possible for the
chosen floating-point type
<div class="itemizedlist"><ul class="itemizedlist" type="circle">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: circle; ">
<li class="listitem">
No loss of accuracy from repeated rounding of intermediate computations.
</li>
@@ -74,7 +74,7 @@
<li class="listitem">
Faster - can avoid (re-)calculation at runtime. This can be significant
if:
<div class="itemizedlist"><ul class="itemizedlist" type="circle">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: circle; ">
<li class="listitem">
Functions pow, trig or log are used.
</li>
@@ -103,8 +103,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Defining New Constants</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
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<link rel="prev" href="constants.html" title="The Mathematical Constants">
@@ -252,8 +252,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Tutorial</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../index.html" title="Math Toolkit">
<link rel="up" href="../constants.html" title="Mathematical Constants">
<link rel="prev" href="intro.html" title="Introduction">
@@ -37,8 +37,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Use in non-template code</title>
<link rel="stylesheet" href="../../../../../../../../doc/src/boostbook.css" type="text/css">
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<link rel="prev" href="../tutorial.html" title="Tutorial">
@@ -29,17 +29,18 @@
</h4></div></div></div>
<p>
When using the math constants at your chosen fixed precision in non-template
code, you can simply add a <code class="computeroutput"><span class="keyword">using</span></code>
declaration, for example, <code class="computeroutput"><span class="keyword">using</span>
code, you can simply add a <code class="computeroutput"><span class="keyword">using</span>
<span class="keyword">namespace</span></code> declaration, for example,
<code class="computeroutput"><span class="keyword">using</span> <span class="keyword">namespace</span>
<span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">double_constants</span></code>, to make the constants
of the correct precision for your code visible in the current scope, and
then use each constant <span class="emphasis"><em>as a simple variable</em></span>:
then use each constant <span class="emphasis"><em>as a simple variable - sans brackets</em></span>:
</p>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<span class="keyword">double</span> <span class="identifier">area</span><span class="special">(</span><span class="keyword">double</span> <span class="identifier">r</span><span class="special">)</span>
<span class="special">{</span>
<span class="keyword">using</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">double_constants</span><span class="special">;</span>
<span class="keyword">using</span> <span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">double_constants</span><span class="special">;</span>
<span class="keyword">return</span> <span class="identifier">pi</span> <span class="special">*</span> <span class="identifier">r</span> <span class="special">*</span> <span class="identifier">r</span><span class="special">;</span>
<span class="special">}</span>
</pre>
@@ -48,11 +49,11 @@
rather than a <code class="computeroutput"><span class="keyword">double</span></code>, we could
have written instead:
</p>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<span class="keyword">float</span> <span class="identifier">area</span><span class="special">(</span><span class="keyword">float</span> <span class="identifier">r</span><span class="special">)</span>
<span class="special">{</span>
<span class="keyword">using</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">float_constants</span><span class="special">;</span>
<span class="keyword">using</span> <span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">float_constants</span><span class="special">;</span>
<span class="keyword">return</span> <span class="identifier">pi</span> <span class="special">*</span> <span class="identifier">r</span> <span class="special">*</span> <span class="identifier">r</span><span class="special">;</span>
<span class="special">}</span>
</pre>
@@ -64,11 +65,15 @@
<p>
You can see the full list of available constants at <a class="link" href="../constants.html" title="The Mathematical Constants">math_toolkit.constants.constants</a>.
</p>
<p>
Some examples of using constants are at <a href="../../../../../../example/constants_eg1.cpp" target="_top">constants_eg1</a>.
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Use in template code</title>
<link rel="stylesheet" href="../../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
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<link rel="prev" href="non_templ.html" title="Use in non-template code">
@@ -33,7 +33,7 @@
We can do this by calling the function-template versions, <code class="computeroutput"><span class="identifier">pi</span><span class="special">&lt;</span><span class="identifier">FPType</span><span class="special">&gt;()</span></code>,
of the constants like this:
</p>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">Real</span><span class="special">&gt;</span>
<span class="identifier">Real</span> <span class="identifier">area</span><span class="special">(</span><span class="identifier">Real</span> <span class="identifier">r</span><span class="special">)</span>
@@ -149,8 +149,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Use With User Defined Types</title>
<link rel="stylesheet" href="../../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../../index.html" title="Math Toolkit">
<link rel="up" href="../tutorial.html" title="Tutorial">
<link rel="prev" href="templ.html" title="Use in template code">
@@ -31,7 +31,7 @@
The syntax for using the function-call constants with user-defined types
is the same as it is in the template class, which is to say we use:
</p>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">constants</span><span class="special">/</span><span class="identifier">constants</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">constants</span><span class="special">::</span><span class="identifier">pi</span><span class="special">&lt;</span><span class="identifier">UserDefinedType</span><span class="special">&gt;();</span>
</pre>
@@ -40,10 +40,10 @@
than that of the built-in floating pointer types, how the value returned
is created is as follows:
</p>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
If the precision of the type is known at compile time:
<div class="itemizedlist"><ul class="itemizedlist" type="circle">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: circle; ">
<li class="listitem">
If the precision is less than or equal to that of a <code class="computeroutput"><span class="keyword">float</span></code> and the type is constructable
from a <code class="computeroutput"><span class="keyword">float</span></code> then
@@ -79,7 +79,7 @@
</li>
<li class="listitem">
If the precision is unknown at compile time then:
<div class="itemizedlist"><ul class="itemizedlist" type="circle">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: circle; ">
<li class="listitem">
If the runtime precision (obtained from a call to <code class="computeroutput"><span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">tools</span><span class="special">::</span><span class="identifier">digits</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">&gt;()</span></code>)
is less than 100 decimal digits, then the constant is constructed
@@ -229,7 +229,7 @@
</table></div>
<h6>
<a name="math_toolkit.constants.tutorial.user_def.h0"></a>
<span><a name="math_toolkit.constants.tutorial.user_def.custom_specializing_a_constant"></a></span><a class="link" href="user_def.html#math_toolkit.constants.tutorial.user_def.custom_specializing_a_constant">Custom
<span class="phrase"><a name="math_toolkit.constants.tutorial.user_def.custom_specializing_a_constant"></a></span><a class="link" href="user_def.html#math_toolkit.constants.tutorial.user_def.custom_specializing_a_constant">Custom
Specializing a constant</a>
</h6>
<p>
@@ -260,7 +260,7 @@
</pre>
<h6>
<a name="math_toolkit.constants.tutorial.user_def.h1"></a>
<span><a name="math_toolkit.constants.tutorial.user_def.diagnosing_what_meta_programmed_code_is_doing"></a></span><a class="link" href="user_def.html#math_toolkit.constants.tutorial.user_def.diagnosing_what_meta_programmed_code_is_doing">Diagnosing
<span class="phrase"><a name="math_toolkit.constants.tutorial.user_def.diagnosing_what_meta_programmed_code_is_doing"></a></span><a class="link" href="user_def.html#math_toolkit.constants.tutorial.user_def.diagnosing_what_meta_programmed_code_is_doing">Diagnosing
what meta-programmed code is doing</a>
</h6>
<p>
@@ -298,8 +298,9 @@ the constant will be constructed from a string on each call.
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Statistical Distributions and Functions</title>
<link rel="stylesheet" href="../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../index.html" title="Math Toolkit">
<link rel="up" href="../index.html" title="Math Toolkit">
<link rel="prev" href="main_overview/contact.html" title="Contact Info and Support">
@@ -209,8 +209,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Statistical Distributions Reference</title>
<link rel="stylesheet" href="../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
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<link rel="up" href="../dist.html" title="Statistical Distributions and Functions">
<link rel="prev" href="stat_tut/dist_params.html" title="Discrete Probability Distributions">
@@ -98,8 +98,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Distribution Algorithms</title>
<link rel="stylesheet" href="../../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../../index.html" title="Math Toolkit">
<link rel="up" href="../dist_ref.html" title="Statistical Distributions Reference">
<link rel="prev" href="dists/weibull_dist.html" title="Weibull Distribution">
@@ -29,7 +29,7 @@
</h4></div></div></div>
<h5>
<a name="math_toolkit.dist.dist_ref.dist_algorithms.h0"></a>
<span><a name="math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions"></a></span><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions">Finding
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions"></a></span><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions">Finding
the Location and Scale for Normal and similar distributions</a>
</h5>
<p>
@@ -51,7 +51,7 @@
</pre>
<h5>
<a name="math_toolkit.dist.dist_ref.dist_algorithms.h1"></a>
<span><a name="math_toolkit.dist.dist_ref.dist_algorithms.find_location_function"></a></span><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_location_function">find_location
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dist_algorithms.find_location_function"></a></span><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_location_function">find_location
function</a>
</h5>
<p>
@@ -80,7 +80,7 @@
</pre>
<h5>
<a name="math_toolkit.dist.dist_ref.dist_algorithms.h2"></a>
<span><a name="math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function"></a></span><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function">find_scale
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function"></a></span><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function">find_scale
function</a>
</h5>
<p>
@@ -128,8 +128,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Distributions</title>
<link rel="stylesheet" href="../../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
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<link rel="prev" href="nmp.html" title="Non-Member Properties">
@@ -91,8 +91,9 @@
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

View File

@@ -3,7 +3,7 @@
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Bernoulli Distribution</title>
<link rel="stylesheet" href="../../../../../../../../../doc/src/boostbook.css" type="text/css">
<meta name="generator" content="DocBook XSL Stylesheets V1.76.1">
<meta name="generator" content="DocBook XSL Stylesheets V1.77.1">
<link rel="home" href="../../../../index.html" title="Math Toolkit">
<link rel="up" href="../dists.html" title="Distributions">
<link rel="prev" href="../dists.html" title="Distributions">
@@ -87,7 +87,7 @@
</p>
<h5>
<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h0"></a>
<span><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions">Member
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions">Member
Functions</a>
</h5>
<pre class="programlisting"><span class="identifier">bernoulli_distribution</span><span class="special">(</span><span class="identifier">RealType</span> <span class="identifier">p</span><span class="special">);</span>
@@ -103,7 +103,7 @@
</p>
<h5>
<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h1"></a>
<span><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors">Non-member
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors">Non-member
Accessors</a>
</h5>
<p>
@@ -128,7 +128,7 @@
</p>
<h5>
<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h2"></a>
<span><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy">Accuracy</a>
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy">Accuracy</a>
</h5>
<p>
The Bernoulli distribution is implemented with simple arithmetic operators
@@ -136,7 +136,7 @@
</p>
<h5>
<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h3"></a>
<span><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation">Implementation</a>
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation">Implementation</a>
</h5>
<p>
In the following table <span class="emphasis"><em>p</em></span> is the probability of success
@@ -327,23 +327,25 @@
</table></div>
<h5>
<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h4"></a>
<span><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.references"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.references">References</a>
<span class="phrase"><a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.references"></a></span><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.references">References</a>
</h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
<a href="http://en.wikipedia.org/wiki/Bernoulli_distribution" target="_top">Wikpedia
Bernoulli distribution</a>
</li>
<li class="listitem">
<a href="../../../../Weisstein," target="_top">Eric W. "Bernoulli Distribution."
From MathWorld--A Wolfram Web Resource.</a>
<a href="http://mathworld.wolfram.com/BernoulliDistribution.html" target="_top">Weisstein,
Eric W. "Bernoulli Distribution." From MathWorld--A Wolfram
Web Resource.</a>
</li>
</ul></div>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin Sobotta<p>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang
Zhang, Bruno Lalande, Johan R&#229;de, Gautam Sewani, Thijs van den Berg and Benjamin
Sobotta<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>

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