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270 lines
9.4 KiB
C++
270 lines
9.4 KiB
C++
// Copyright Paul A. Bristow 2006.
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// Use, modification and distribution are subject to the
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// Boost Software License, Version 1.0.
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// (See accompanying file LICENSE_1_0.txt
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// or copy at http://www.boost.org/LICENSE_1_0.txt)
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// test_students_t.cpp
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// http://en.wikipedia.org/wiki/Student%27s_t_distribution
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// Basic sanity test for Student's t probability (quintile) (0. < p < 1).
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// and Student's t probability Quintile (0. < p < 1).
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#define BOOST_MATH_THROW_ON_DOMAIN_ERROR
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#ifdef _MSC_VER
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# pragma warning(disable: 4127) // conditional expression is constant.
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# pragma warning(disable: 4100) // unreferenced formal parameter.
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# pragma warning(disable: 4512) // assignment operator could not be generated.
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# if !(defined _SCL_SECURE_NO_DEPRECATE) || (_SCL_SECURE_NO_DEPRECATE == 0)
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# pragma warning(disable: 4996) // 'std::char_traits<char>::copy' was declared deprecated.
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// #define _SCL_SECURE_NO_DEPRECATE = 1 // avoid C4996 warning.
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# endif
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//# pragma warning(disable: 4244) // conversion from 'double' to 'float', possible loss of data.
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#endif
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#include <boost/test/included/test_exec_monitor.hpp> // Boost.Test
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#include <boost/test/floating_point_comparison.hpp>
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#include <boost/math/special_functions/students_t.hpp>
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using boost::math::students_t_inv;
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using boost::math::students_t;
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#include <boost/math/concepts/real_concept.hpp> // for real_concept
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#include <iostream>
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using std::cout;
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using std::endl;
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using std::setprecision;
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#include <limits>
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using std::numeric_limits;
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template <class FPT>
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void test_spots(FPT)
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{
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// Basic sanity checks, tolerance is about numeric_limits<FPT>::digits10 decimal places,
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// expressed as a percentage (so -2) for BOOST_CHECK_CLOSE,
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int decdigits = numeric_limits<FPT>::digits10; // guaranteed for type FPT, eg 6 for float, 15 for double,
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decdigits -= 6; // Perhaps allow some decimal digits margin of numerical error.
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FPT tolerance = static_cast<FPT>(std::pow(10., -(decdigits-2))); // (-2 so as %)
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tolerance *= 1; // Allow some bit(s) small margin (2 means + or - 1 bit) of numerical error.
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cout << "tolerance = " << tolerance << " %" << endl;
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// FPT tolerance = static_cast<FPT>(std::pow(10., -(6-2))); // 1e-6 (as %)
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// Some tests only pass at 1e-5 because probability value is less accurate,
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// a digit in 6th decimal place, although calculated using
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// a t-distribution generator (calimed 6 decimal digits) at
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// http://faculty.vassar.edu/lowry/VassarStats.html
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// http://faculty.vassar.edu/lowry/tsamp.html
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// df = 5, +/-t = 2.0, 1-tailed = 0.050970, 2-tailed = 0.101939
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//BOOST_CHECK_CLOSE(
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// ::boost::math::students_t(
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// static_cast<FPT>(5.), // df
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// static_cast<FPT>(-2.)), // t
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// static_cast<FPT>(0.050970), // probability.
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//tolerance); // need 5-2
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// http://en.wikipedia.org/wiki/Student%27s_t_distribution#Table_of_selected_values
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// Using tabulated value of t = 3.182 for 0.975, 3 df, one-sided.
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// http://www.mth.kcl.ac.uk/~shaww/web_page/papers/Tdistribution06.pdf refers to:
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// A lookup table of quantiles of the FPT distribution
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// for 1 to 25 in steps of 0.1 is provided in CSV form at:
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// www.mth.kcl.ac.uk/~shaww/web_page/papers/Tsupp/tquantiles.csv
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// gives accurate t of -3.1824463052837 and 3 degrees of freedom.
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// Values below are from this source, saved as tquantiles.xls.
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// DF are across the columns, probabilities down the rows
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// and the t- values (quantiles) are shown.
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// These values are probably accurate to nearly 64-bit double
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// (perhaps 14 decimal digits).
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(2.), // degrees_of_freedom
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static_cast<FPT>(-6.96455673428326)), // t
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static_cast<FPT>(0.01), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(-3.36492999890721)), // t
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static_cast<FPT>(0.01), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(1.), // degrees_of_freedom
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static_cast<FPT>(-31830.988607907)), // t
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static_cast<FPT>(0.00001), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(25.), // degrees_of_freedom
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static_cast<FPT>(-5.2410429995425)), // t
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static_cast<FPT>(0.00001), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(1.), // degrees_of_freedom
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static_cast<FPT>(-63661.97723)), // t
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static_cast<FPT>(0.000005), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(-17.89686614)), // t
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static_cast<FPT>(0.000005), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(25.), // degrees_of_freedom
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static_cast<FPT>(-5.510848412)), // t
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static_cast<FPT>(0.000005), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(10.), // degrees_of_freedom
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static_cast<FPT>(-1.812461123)), // t
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static_cast<FPT>(0.05), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(10.), // degrees_of_freedom
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static_cast<FPT>(1.812461123)), // t
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static_cast<FPT>(0.95), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(10.), // degrees_of_freedom
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static_cast<FPT>(9.751995491)), // t
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static_cast<FPT>(0.999999), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(10.), // degrees_of_freedom - for ALL degrees_of_freedom!
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static_cast<FPT>(0.)), // t
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static_cast<FPT>(0.5), // probability.
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tolerance);
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// Student's t Inverse function tests.
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// Special cases
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BOOST_CHECK_EQUAL(boost::math::students_t_inv(
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static_cast<FPT>(1.), // degrees_of_freedom (ignored).
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static_cast<FPT>(0)), // probability == half - special case.
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-numeric_limits<FPT>::infinity()); // t == -infinity.
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BOOST_CHECK_EQUAL(boost::math::students_t_inv(
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static_cast<FPT>(1.), // degrees_of_freedom (ignored).
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static_cast<FPT>(1)), // probability == half - special case.
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+numeric_limits<FPT>::infinity()); // t == +infinity.
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BOOST_CHECK_EQUAL(boost::math::students_t_inv(
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static_cast<FPT>(1.), // degrees_of_freedom (ignored).
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static_cast<FPT>(0.5)), // probability == half - special case.
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static_cast<FPT>(0)); // t == zero.
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BOOST_CHECK_CLOSE(boost::math::students_t_inv(
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static_cast<FPT>(1.), // degrees_of_freedom (ignored).
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static_cast<FPT>(0.5)), // probability == half - special case.
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static_cast<FPT>(0), // t == zero.
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tolerance);
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BOOST_CHECK_CLOSE( // Tests of p middling.
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::boost::math::students_t(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(-0.559429644)), // t
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static_cast<FPT>(0.3), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t_inv(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(0.3)), // probability.
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static_cast<FPT>(-0.559429644), // t
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tolerance);
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BOOST_CHECK_CLOSE( // Tests of p high.
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::boost::math::students_t(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(1.475884049)), // t
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static_cast<FPT>(0.9), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t_inv(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(0.9)), // probability.
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static_cast<FPT>(1.475884049), // t
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tolerance);
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BOOST_CHECK_CLOSE( // Tests of p low.
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::boost::math::students_t(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(-1.475884049)), // t
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static_cast<FPT>(0.1), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t_inv(
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static_cast<FPT>(5.), // degrees_of_freedom
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static_cast<FPT>(0.1)), // probability.
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static_cast<FPT>(-1.475884049), // t
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t(
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static_cast<FPT>(2.), // degrees_of_freedom
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static_cast<FPT>(-6.96455673428326)), // t
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static_cast<FPT>(0.01), // probability.
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tolerance);
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BOOST_CHECK_CLOSE(
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::boost::math::students_t_inv(
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static_cast<FPT>(2.), // degrees_of_freedom
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static_cast<FPT>(0.01)), // probability.
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static_cast<FPT>(-6.96455673428326), // t
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tolerance);
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} // template <class FPT>void test_spots(FPT)
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int test_main(int, char* [])
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{
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// Basic sanity-check spot values.
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// (Parameter value, arbitrarily zero, only communicates the floating point type).
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test_spots(0.0F); // Test float. OK at decdigits = 0 tolerance = 0.0001 %
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// test_spots(0.0); // Test double. OK at decdigits 7, tolerance = 1e07 %
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//test_spots(0.0L); // Test long double.
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//test_spots(boost::math::concepts::real_concept(0.)); // Test real concept.
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return 0;
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} // int test_main(int, char* [])
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/*
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Output:
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Compiling...
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test_students_t.cpp
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Linking...
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Embedding manifest...
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Autorun "i:\boost-06-05-03-1300\libs\math\test\Math_test\debug\test_students_t.exe"
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Running 1 test case...
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tolerance = 100 %
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*** No errors detected
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*/
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