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- // Copyright John Maddock 2006.
- // 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_GAMMA_HPP
- #define BOOST_STATS_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/special_functions/digamma.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_gamma_shape(
- const char* function,
- RealType shape,
- RealType* result, const Policy& pol)
- {
- 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;
- }
- template <class RealType, class Policy>
- inline bool check_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_gamma(
- const char* function,
- RealType scale,
- RealType shape,
- RealType* result, const Policy& pol)
- {
- return check_scale(function, scale, result, pol) && check_gamma_shape(function, shape, result, pol);
- }
- } // namespace detail
- template <class RealType = double, class Policy = policies::policy<> >
- class gamma_distribution
- {
- public:
- typedef RealType value_type;
- typedef Policy policy_type;
- gamma_distribution(RealType l_shape, RealType l_scale = 1)
- : m_shape(l_shape), m_scale(l_scale)
- {
- RealType result;
- detail::check_gamma("boost::math::gamma_distribution<%1%>::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
- };
- // NO typedef because of clash with name of gamma function.
- template <class RealType, class Policy>
- inline const std::pair<RealType, RealType> range(const 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 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>(min_value<RealType>(), max_value<RealType>());
- }
- template <class RealType, class Policy>
- inline RealType pdf(const 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 gamma_distribution<%1%>&, %1%)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- if(false == detail::check_gamma_x(function, x, &result, Policy()))
- return result;
- if(x == 0)
- {
- return 0;
- }
- result = gamma_p_derivative(shape, x / scale, Policy()) / scale;
- return result;
- } // pdf
- template <class RealType, class Policy>
- inline RealType cdf(const 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 gamma_distribution<%1%>&, %1%)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- if(false == detail::check_gamma_x(function, x, &result, Policy()))
- return result;
- result = boost::math::gamma_p(shape, x / scale, Policy());
- return result;
- } // cdf
- template <class RealType, class Policy>
- inline RealType quantile(const gamma_distribution<RealType, Policy>& dist, const RealType& p)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_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_p_inv(shape, p, Policy()) * scale;
- return result;
- }
- template <class RealType, class Policy>
- inline RealType cdf(const complemented2_type<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_gamma(function, scale, shape, &result, Policy()))
- return result;
- if(false == detail::check_gamma_x(function, c.param, &result, Policy()))
- return result;
- result = gamma_q(shape, c.param / scale, Policy());
- return result;
- }
- template <class RealType, class Policy>
- inline RealType quantile(const complemented2_type<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 q = c.param;
- RealType result = 0;
- if(false == detail::check_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_q_inv(shape, q, Policy()) * scale;
- return result;
- }
- template <class RealType, class Policy>
- inline RealType mean(const gamma_distribution<RealType, Policy>& dist)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- static const char* function = "boost::math::mean(const gamma_distribution<%1%>&)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- result = shape * scale;
- return result;
- }
- template <class RealType, class Policy>
- inline RealType variance(const gamma_distribution<RealType, Policy>& dist)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- static const char* function = "boost::math::variance(const gamma_distribution<%1%>&)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- result = shape * scale * scale;
- return result;
- }
- template <class RealType, class Policy>
- inline RealType mode(const gamma_distribution<RealType, Policy>& dist)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- static const char* function = "boost::math::mode(const gamma_distribution<%1%>&)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- if(shape < 1)
- return policies::raise_domain_error<RealType>(
- function,
- "The mode of the gamma distribution is only defined for values of the shape parameter >= 1, but got %1%.",
- shape, Policy());
- result = (shape - 1) * scale;
- return result;
- }
- //template <class RealType, class Policy>
- //inline RealType median(const gamma_distribution<RealType, Policy>& dist)
- //{ // Rely on default definition in derived accessors.
- //}
- template <class RealType, class Policy>
- inline RealType skewness(const gamma_distribution<RealType, Policy>& dist)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- static const char* function = "boost::math::skewness(const gamma_distribution<%1%>&)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- result = 2 / sqrt(shape);
- return result;
- }
- template <class RealType, class Policy>
- inline RealType kurtosis_excess(const gamma_distribution<RealType, Policy>& dist)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- static const char* function = "boost::math::kurtosis_excess(const gamma_distribution<%1%>&)";
- RealType shape = dist.shape();
- RealType scale = dist.scale();
- RealType result = 0;
- if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
- return result;
- result = 6 / shape;
- return result;
- }
- template <class RealType, class Policy>
- inline RealType kurtosis(const gamma_distribution<RealType, Policy>& dist)
- {
- return kurtosis_excess(dist) + 3;
- }
- template <class RealType, class Policy>
- inline RealType entropy(const gamma_distribution<RealType, Policy>& dist)
- {
- RealType k = dist.shape();
- RealType theta = dist.scale();
- using std::log;
- return k + log(theta) + lgamma(k) + (1-k)*digamma(k);
- }
- } // 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_GAMMA_HPP
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