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Add laplace_distribution. Refs #6804.
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175
include/boost/random/laplace_distribution.hpp
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175
include/boost/random/laplace_distribution.hpp
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/* boost random/laplace_distribution.hpp header file
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*
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* Copyright Steven Watanabe 2014
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* Distributed under the Boost Software License, Version 1.0. (See
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* accompanying file LICENSE_1_0.txt or copy at
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* http://www.boost.org/LICENSE_1_0.txt)
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*
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* See http://www.boost.org for most recent version including documentation.
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*
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* $Id$
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*/
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#ifndef BOOST_RANDOM_LAPLACE_DISTRIBUTION_HPP
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#define BOOST_RANDOM_LAPLACE_DISTRIBUTION_HPP
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#include <cassert>
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#include <istream>
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#include <iosfwd>
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#include <boost/random/detail/operators.hpp>
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#include <boost/random/exponential_distribution.hpp>
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namespace boost {
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namespace random {
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/**
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* The laplace distribution is a real-valued distribution with
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* two parameters, mean and beta.
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*
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* It has \f$\displaystyle p(x) = \frac{e^-{\frac{|x-\mu|}{\beta}}}{2\beta}\f$.
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*/
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template<class RealType = double>
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class laplace_distribution {
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public:
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typedef RealType result_type;
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typedef RealType input_type;
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class param_type {
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public:
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typedef laplace_distribution distribution_type;
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/**
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* Constructs a @c param_type from the "mean" and "beta" parameters
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* of the distribution.
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*/
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explicit param_type(RealType mean_arg = RealType(0.0),
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RealType beta_arg = RealType(1.0))
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: _mean(mean_arg), _beta(beta_arg)
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{}
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/** Returns the "mean" parameter of the distribtuion. */
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RealType mean() const { return _mean; }
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/** Returns the "beta" parameter of the distribution. */
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RealType beta() const { return _beta; }
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/** Writes a @c param_type to a @c std::ostream. */
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BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, param_type, parm)
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{ os << parm._mean << ' ' << parm._beta; return os; }
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/** Reads a @c param_type from a @c std::istream. */
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BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, param_type, parm)
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{ is >> parm._mean >> std::ws >> parm._beta; return is; }
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/** Returns true if the two sets of parameters are the same. */
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BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(param_type, lhs, rhs)
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{ return lhs._mean == rhs._mean && lhs._beta == rhs._beta; }
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/** Returns true if the two sets of parameters are the different. */
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BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(param_type)
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private:
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RealType _mean;
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RealType _beta;
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};
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/**
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* Constructs an @c laplace_distribution from its "mean" and "beta" parameters.
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*/
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explicit laplace_distribution(RealType mean_arg = RealType(0.0),
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RealType beta_arg = RealType(1.0))
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: _mean(mean_arg), _beta(beta_arg)
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{}
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/** Constructs an @c laplace_distribution from its parameters. */
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explicit laplace_distribution(const param_type& parm)
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: _mean(parm.mean()), _beta(parm.beta())
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{}
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/**
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* Returns a random variate distributed according to the
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* laplace distribution.
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*/
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template<class URNG>
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RealType operator()(URNG& urng) const
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{
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RealType exponential = exponential_distribution<RealType>()(urng);
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if(uniform_01<RealType>()(urng) < 0.5)
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exponential = -exponential;
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return _mean + _beta * exponential;
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}
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/**
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* Returns a random variate distributed accordint to the laplace
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* distribution with parameters specified by @c param.
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*/
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template<class URNG>
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RealType operator()(URNG& urng, const param_type& parm) const
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{
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return laplace_distribution(parm)(urng);
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}
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/** Returns the "mean" parameter of the distribution. */
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RealType mean() const { return _mean; }
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/** Returns the "beta" parameter of the distribution. */
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RealType beta() const { return _beta; }
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/** Returns the smallest value that the distribution can produce. */
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RealType min BOOST_PREVENT_MACRO_SUBSTITUTION () const
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{ return RealType(-std::numeric_limits<RealType>::infinity()); }
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/** Returns the largest value that the distribution can produce. */
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RealType max BOOST_PREVENT_MACRO_SUBSTITUTION () const
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{ return RealType(std::numeric_limits<RealType>::infinity()); }
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/** Returns the parameters of the distribution. */
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param_type param() const { return param_type(_mean, _beta); }
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/** Sets the parameters of the distribution. */
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void param(const param_type& parm)
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{
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_mean = parm.mean();
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_beta = parm.beta();
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}
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/**
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* Effects: Subsequent uses of the distribution do not depend
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* on values produced by any engine prior to invoking reset.
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*/
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void reset() { }
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/** Writes an @c laplace_distribution to a @c std::ostream. */
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BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, laplace_distribution, wd)
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{
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os << wd.param();
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return os;
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}
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/** Reads an @c laplace_distribution from a @c std::istream. */
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BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, laplace_distribution, wd)
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{
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param_type parm;
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if(is >> parm) {
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wd.param(parm);
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}
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return is;
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}
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/**
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* Returns true if the two instances of @c laplace_distribution will
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* return identical sequences of values given equal generators.
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*/
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BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(laplace_distribution, lhs, rhs)
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{ return lhs._mean == rhs._mean && lhs._beta == rhs._beta; }
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/**
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* Returns true if the two instances of @c laplace_distribution will
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* return different sequences of values given equal generators.
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*/
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BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(laplace_distribution)
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private:
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RealType _mean;
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RealType _beta;
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};
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} // namespace random
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} // namespace boost
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#endif // BOOST_RANDOM_LAPLACE_DISTRIBUTION_HPP
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@@ -117,6 +117,8 @@ run test_old_uniform_int.cpp ;
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run test_old_uniform_int_distribution.cpp /boost//unit_test_framework ;
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run test_beta.cpp ;
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run test_beta_distribution.cpp /boost//unit_test_framework ;
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run test_laplace.cpp ;
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run test_laplace_distribution.cpp /boost//unit_test_framework ;
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# run nondet_random_speed.cpp ;
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# run random_device.cpp ;
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28
test/test_laplace.cpp
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28
test/test_laplace.cpp
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/* test_laplace.cpp
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*
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* Copyright Steven Watanabe 2014
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* Distributed under the Boost Software License, Version 1.0. (See
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* accompanying file LICENSE_1_0.txt or copy at
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* http://www.boost.org/LICENSE_1_0.txt)
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*
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* $Id$
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*
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*/
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#include <boost/random/laplace_distribution.hpp>
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#include <boost/random/uniform_real.hpp>
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#include <boost/math/distributions/laplace.hpp>
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#define BOOST_RANDOM_DISTRIBUTION boost::random::laplace_distribution<>
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#define BOOST_RANDOM_DISTRIBUTION_NAME laplace
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#define BOOST_MATH_DISTRIBUTION boost::math::laplace
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#define BOOST_RANDOM_ARG1_TYPE double
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#define BOOST_RANDOM_ARG1_NAME mean
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#define BOOST_RANDOM_ARG1_DEFAULT 1000.0
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#define BOOST_RANDOM_ARG1_DISTRIBUTION(n) boost::uniform_real<>(-n, n)
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#define BOOST_RANDOM_ARG2_TYPE double
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#define BOOST_RANDOM_ARG2_NAME beta
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#define BOOST_RANDOM_ARG2_DEFAULT 1000.0
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#define BOOST_RANDOM_ARG2_DISTRIBUTION(n) boost::uniform_real<>(0.00001, n)
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#include "test_real_distribution.ipp"
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36
test/test_laplace_distribution.cpp
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36
test/test_laplace_distribution.cpp
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/* test_laplace_distribution.cpp
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*
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* Copyright Steven Watanabe 2011
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* Distributed under the Boost Software License, Version 1.0. (See
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* accompanying file LICENSE_1_0.txt or copy at
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* http://www.boost.org/LICENSE_1_0.txt)
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*
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* $Id$
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*
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*/
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#include <boost/random/laplace_distribution.hpp>
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#include <limits>
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#define BOOST_RANDOM_DISTRIBUTION boost::random::laplace_distribution<>
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#define BOOST_RANDOM_ARG1 mean
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#define BOOST_RANDOM_ARG2 beta
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#define BOOST_RANDOM_ARG1_DEFAULT 0.0
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#define BOOST_RANDOM_ARG2_DEFAULT 1.0
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#define BOOST_RANDOM_ARG1_VALUE 7.5
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#define BOOST_RANDOM_ARG2_VALUE 0.25
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#define BOOST_RANDOM_DIST0_MIN -(std::numeric_limits<double>::infinity)()
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#define BOOST_RANDOM_DIST0_MAX (std::numeric_limits<double>::infinity)()
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#define BOOST_RANDOM_DIST1_MIN -(std::numeric_limits<double>::infinity)()
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#define BOOST_RANDOM_DIST1_MAX (std::numeric_limits<double>::infinity)()
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#define BOOST_RANDOM_DIST2_MIN -(std::numeric_limits<double>::infinity)()
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#define BOOST_RANDOM_DIST2_MAX (std::numeric_limits<double>::infinity)()
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#define BOOST_RANDOM_TEST1_PARAMS (-100.0)
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#define BOOST_RANDOM_TEST1_MAX 0
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#define BOOST_RANDOM_TEST2_PARAMS (100.0)
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#define BOOST_RANDOM_TEST2_MIN 0
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#include "test_distribution.ipp"
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