Mercurial > hg > sv-dependency-builds
diff any/include/boost/math/distributions/inverse_gamma.hpp @ 160:cff480c41f97
Add some cross-platform Boost headers
author | Chris Cannam <cannam@all-day-breakfast.com> |
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date | Sat, 16 Feb 2019 16:31:25 +0000 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/any/include/boost/math/distributions/inverse_gamma.hpp Sat Feb 16 16:31:25 2019 +0000 @@ -0,0 +1,461 @@ +// inverse_gamma.hpp + +// Copyright Paul A. Bristow 2010. +// Copyright John Maddock 2010. +// 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) + +#ifndef BOOST_STATS_INVERSE_GAMMA_HPP +#define BOOST_STATS_INVERSE_GAMMA_HPP + +// Inverse Gamma Distribution is a two-parameter family +// of continuous probability distributions +// on the positive real line, which is the distribution of +// the reciprocal of a variable distributed according to the gamma distribution. + +// http://en.wikipedia.org/wiki/Inverse-gamma_distribution +// http://rss.acs.unt.edu/Rdoc/library/pscl/html/igamma.html + +// See also gamma distribution at gamma.hpp: +// http://www.itl.nist.gov/div898/handbook/eda/section3/eda366b.htm +// http://mathworld.wolfram.com/GammaDistribution.html +// http://en.wikipedia.org/wiki/Gamma_distribution + +#include <boost/math/distributions/fwd.hpp> +#include <boost/math/special_functions/gamma.hpp> +#include <boost/math/distributions/detail/common_error_handling.hpp> +#include <boost/math/distributions/complement.hpp> + +#include <utility> + +namespace boost{ namespace math +{ +namespace detail +{ + +template <class RealType, class Policy> +inline bool check_inverse_gamma_shape( + const char* function, // inverse_gamma + RealType shape, // shape aka alpha + RealType* result, // to update, perhaps with NaN + const Policy& pol) +{ // Sources say shape argument must be > 0 + // but seems logical to allow shape zero as special case, + // returning pdf and cdf zero (but not < 0). + // (Functions like mean, variance with other limits on shape are checked + // in version including an operator & limit below). + if((shape < 0) || !(boost::math::isfinite)(shape)) + { + *result = policies::raise_domain_error<RealType>( + function, + "Shape parameter is %1%, but must be >= 0 !", shape, pol); + return false; + } + return true; +} //bool check_inverse_gamma_shape + +template <class RealType, class Policy> +inline bool check_inverse_gamma_x( + const char* function, + RealType const& x, + RealType* result, const Policy& pol) +{ + if((x < 0) || !(boost::math::isfinite)(x)) + { + *result = policies::raise_domain_error<RealType>( + function, + "Random variate is %1% but must be >= 0 !", x, pol); + return false; + } + return true; +} + +template <class RealType, class Policy> +inline bool check_inverse_gamma( + const char* function, // TODO swap these over, so shape is first. + RealType scale, // scale aka beta + RealType shape, // shape aka alpha + RealType* result, const Policy& pol) +{ + return check_scale(function, scale, result, pol) + && check_inverse_gamma_shape(function, shape, result, pol); +} // bool check_inverse_gamma + +} // namespace detail + +template <class RealType = double, class Policy = policies::policy<> > +class inverse_gamma_distribution +{ +public: + typedef RealType value_type; + typedef Policy policy_type; + + inverse_gamma_distribution(RealType l_shape = 1, RealType l_scale = 1) + : m_shape(l_shape), m_scale(l_scale) + { + RealType result; + detail::check_inverse_gamma( + "boost::math::inverse_gamma_distribution<%1%>::inverse_gamma_distribution", + l_scale, l_shape, &result, Policy()); + } + + RealType shape()const + { + return m_shape; + } + + RealType scale()const + { + return m_scale; + } +private: + // + // Data members: + // + RealType m_shape; // distribution shape + RealType m_scale; // distribution scale +}; + +typedef inverse_gamma_distribution<double> inverse_gamma; +// typedef - but potential clash with name of inverse gamma *function*. +// but there is a typedef for gamma +// typedef boost::math::gamma_distribution<Type, Policy> gamma; + +// Allow random variable x to be zero, treated as a special case (unlike some definitions). + +template <class RealType, class Policy> +inline const std::pair<RealType, RealType> range(const inverse_gamma_distribution<RealType, Policy>& /* dist */) +{ // Range of permissible values for random variable x. + using boost::math::tools::max_value; + return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>()); +} + +template <class RealType, class Policy> +inline const std::pair<RealType, RealType> support(const inverse_gamma_distribution<RealType, Policy>& /* dist */) +{ // Range of supported values for random variable x. + // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero. + using boost::math::tools::max_value; + using boost::math::tools::min_value; + return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>()); +} + +template <class RealType, class Policy> +inline RealType pdf(const inverse_gamma_distribution<RealType, Policy>& dist, const RealType& x) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::pdf(const inverse_gamma_distribution<%1%>&, %1%)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + if(false == detail::check_inverse_gamma(function, scale, shape, &result, Policy())) + { // distribution parameters bad. + return result; + } + if(x == 0) + { // Treat random variate zero as a special case. + return 0; + } + else if(false == detail::check_inverse_gamma_x(function, x, &result, Policy())) + { // x bad. + return result; + } + result = scale / x; + if(result < tools::min_value<RealType>()) + return 0; // random variable is infinite or so close as to make no difference. + result = gamma_p_derivative(shape, result, Policy()) * scale; + if(0 != result) + { + if(x < 0) + { + // x * x may under or overflow, likewise our result, + // so be extra careful about the arithmetic: + RealType lim = tools::max_value<RealType>() * x; + if(lim < result) + return policies::raise_overflow_error<RealType, Policy>(function, "PDF is infinite.", Policy()); + result /= x; + if(lim < result) + return policies::raise_overflow_error<RealType, Policy>(function, "PDF is infinite.", Policy()); + result /= x; + } + result /= (x * x); + } + // better than naive + // result = (pow(scale, shape) * pow(x, (-shape -1)) * exp(-scale/x) ) / tgamma(shape); + return result; +} // pdf + +template <class RealType, class Policy> +inline RealType cdf(const inverse_gamma_distribution<RealType, Policy>& dist, const RealType& x) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::cdf(const inverse_gamma_distribution<%1%>&, %1%)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + if(false == detail::check_inverse_gamma(function, scale, shape, &result, Policy())) + { // distribution parameters bad. + return result; + } + if (x == 0) + { // Treat zero as a special case. + return 0; + } + else if(false == detail::check_inverse_gamma_x(function, x, &result, Policy())) + { // x bad + return result; + } + result = boost::math::gamma_q(shape, scale / x, Policy()); + // result = tgamma(shape, scale / x) / tgamma(shape); // naive using tgamma + return result; +} // cdf + +template <class RealType, class Policy> +inline RealType quantile(const inverse_gamma_distribution<RealType, Policy>& dist, const RealType& p) +{ + BOOST_MATH_STD_USING // for ADL of std functions + using boost::math::gamma_q_inv; + + static const char* function = "boost::math::quantile(const inverse_gamma_distribution<%1%>&, %1%)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + if(false == detail::check_inverse_gamma(function, scale, shape, &result, Policy())) + return result; + if(false == detail::check_probability(function, p, &result, Policy())) + return result; + if(p == 1) + { + return policies::raise_overflow_error<RealType>(function, 0, Policy()); + } + result = gamma_q_inv(shape, p, Policy()); + if((result < 1) && (result * tools::max_value<RealType>() < scale)) + return policies::raise_overflow_error<RealType, Policy>(function, "Value of random variable in inverse gamma distribution quantile is infinite.", Policy()); + result = scale / result; + return result; +} + +template <class RealType, class Policy> +inline RealType cdf(const complemented2_type<inverse_gamma_distribution<RealType, Policy>, RealType>& c) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)"; + + RealType shape = c.dist.shape(); + RealType scale = c.dist.scale(); + + RealType result = 0; + if(false == detail::check_inverse_gamma(function, scale, shape, &result, Policy())) + return result; + if(false == detail::check_inverse_gamma_x(function, c.param, &result, Policy())) + return result; + + if(c.param == 0) + return 1; // Avoid division by zero + + //result = 1. - gamma_q(shape, c.param / scale, Policy()); + result = gamma_p(shape, scale/c.param, Policy()); + return result; +} + +template <class RealType, class Policy> +inline RealType quantile(const complemented2_type<inverse_gamma_distribution<RealType, Policy>, RealType>& c) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::quantile(const inverse_gamma_distribution<%1%>&, %1%)"; + + RealType shape = c.dist.shape(); + RealType scale = c.dist.scale(); + RealType q = c.param; + + RealType result = 0; + if(false == detail::check_inverse_gamma(function, scale, shape, &result, Policy())) + return result; + if(false == detail::check_probability(function, q, &result, Policy())) + return result; + + if(q == 0) + { + return policies::raise_overflow_error<RealType>(function, 0, Policy()); + } + result = gamma_p_inv(shape, q, Policy()); + if((result < 1) && (result * tools::max_value<RealType>() < scale)) + return policies::raise_overflow_error<RealType, Policy>(function, "Value of random variable in inverse gamma distribution quantile is infinite.", Policy()); + result = scale / result; + return result; +} + +template <class RealType, class Policy> +inline RealType mean(const inverse_gamma_distribution<RealType, Policy>& dist) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::mean(const inverse_gamma_distribution<%1%>&)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + + if(false == detail::check_scale(function, scale, &result, Policy())) + { + return result; + } + if((shape <= 1) || !(boost::math::isfinite)(shape)) + { + result = policies::raise_domain_error<RealType>( + function, + "Shape parameter is %1%, but for a defined mean it must be > 1", shape, Policy()); + return result; + } + result = scale / (shape - 1); + return result; +} // mean + +template <class RealType, class Policy> +inline RealType variance(const inverse_gamma_distribution<RealType, Policy>& dist) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::variance(const inverse_gamma_distribution<%1%>&)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + if(false == detail::check_scale(function, scale, &result, Policy())) + { + return result; + } + if((shape <= 2) || !(boost::math::isfinite)(shape)) + { + result = policies::raise_domain_error<RealType>( + function, + "Shape parameter is %1%, but for a defined variance it must be > 2", shape, Policy()); + return result; + } + result = (scale * scale) / ((shape - 1) * (shape -1) * (shape -2)); + return result; +} + +template <class RealType, class Policy> +inline RealType mode(const inverse_gamma_distribution<RealType, Policy>& dist) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::mode(const inverse_gamma_distribution<%1%>&)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + if(false == detail::check_inverse_gamma(function, scale, shape, &result, Policy())) + { + return result; + } + // Only defined for shape >= 0, but is checked by check_inverse_gamma. + result = scale / (shape + 1); + return result; +} + +//template <class RealType, class Policy> +//inline RealType median(const gamma_distribution<RealType, Policy>& dist) +//{ // Wikipedia does not define median, + // so rely on default definition quantile(0.5) in derived accessors. +// return result. +//} + +template <class RealType, class Policy> +inline RealType skewness(const inverse_gamma_distribution<RealType, Policy>& dist) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::skewness(const inverse_gamma_distribution<%1%>&)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + RealType result = 0; + + if(false == detail::check_scale(function, scale, &result, Policy())) + { + return result; + } + if((shape <= 3) || !(boost::math::isfinite)(shape)) + { + result = policies::raise_domain_error<RealType>( + function, + "Shape parameter is %1%, but for a defined skewness it must be > 3", shape, Policy()); + return result; + } + result = (4 * sqrt(shape - 2) ) / (shape - 3); + return result; +} + +template <class RealType, class Policy> +inline RealType kurtosis_excess(const inverse_gamma_distribution<RealType, Policy>& dist) +{ + BOOST_MATH_STD_USING // for ADL of std functions + + static const char* function = "boost::math::kurtosis_excess(const inverse_gamma_distribution<%1%>&)"; + + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + if(false == detail::check_scale(function, scale, &result, Policy())) + { + return result; + } + if((shape <= 4) || !(boost::math::isfinite)(shape)) + { + result = policies::raise_domain_error<RealType>( + function, + "Shape parameter is %1%, but for a defined kurtosis excess it must be > 4", shape, Policy()); + return result; + } + result = (30 * shape - 66) / ((shape - 3) * (shape - 4)); + return result; +} + +template <class RealType, class Policy> +inline RealType kurtosis(const inverse_gamma_distribution<RealType, Policy>& dist) +{ + static const char* function = "boost::math::kurtosis(const inverse_gamma_distribution<%1%>&)"; + RealType shape = dist.shape(); + RealType scale = dist.scale(); + + RealType result = 0; + + if(false == detail::check_scale(function, scale, &result, Policy())) + { + return result; + } + if((shape <= 4) || !(boost::math::isfinite)(shape)) + { + result = policies::raise_domain_error<RealType>( + function, + "Shape parameter is %1%, but for a defined kurtosis it must be > 4", shape, Policy()); + return result; + } + return kurtosis_excess(dist) + 3; +} + +} // namespace math +} // namespace boost + +// This include must be at the end, *after* the accessors +// for this distribution have been defined, in order to +// keep compilers that support two-phase lookup happy. +#include <boost/math/distributions/detail/derived_accessors.hpp> + +#endif // BOOST_STATS_INVERSE_GAMMA_HPP