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			10 KiB
		
	
	
	
		
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			301 lines
		
	
	
		
			10 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
|   | //  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_EXTREME_VALUE_HPP | ||
|  | #define BOOST_STATS_EXTREME_VALUE_HPP | ||
|  | 
 | ||
|  | #include <boost/math/distributions/fwd.hpp> | ||
|  | #include <boost/math/constants/constants.hpp> | ||
|  | #include <boost/math/special_functions/log1p.hpp> | ||
|  | #include <boost/math/special_functions/expm1.hpp> | ||
|  | #include <boost/math/distributions/complement.hpp> | ||
|  | #include <boost/math/distributions/detail/common_error_handling.hpp> | ||
|  | #include <boost/config/no_tr1/cmath.hpp> | ||
|  | 
 | ||
|  | // | ||
|  | // This is the maximum extreme value distribution, see | ||
|  | // http://www.itl.nist.gov/div898/handbook/eda/section3/eda366g.htm | ||
|  | // and http://mathworld.wolfram.com/ExtremeValueDistribution.html | ||
|  | // Also known as a Fisher-Tippett distribution, a log-Weibull | ||
|  | // distribution or a Gumbel distribution. | ||
|  | 
 | ||
|  | #include <utility> | ||
|  | 
 | ||
|  | #ifdef BOOST_MSVC | ||
|  | # pragma warning(push) | ||
|  | # pragma warning(disable: 4702) // unreachable code (return after domain_error throw). | ||
|  | #endif | ||
|  | 
 | ||
|  | namespace boost{ namespace math{ | ||
|  | 
 | ||
|  | namespace detail{ | ||
|  | // | ||
|  | // Error check: | ||
|  | // | ||
|  | template <class RealType, class Policy> | ||
|  | inline bool verify_scale_b(const char* function, RealType b, RealType* presult, const Policy& pol) | ||
|  | { | ||
|  |    if((b <= 0) || !(boost::math::isfinite)(b)) | ||
|  |    { | ||
|  |       *presult = policies::raise_domain_error<RealType>( | ||
|  |          function, | ||
|  |          "The scale parameter \"b\" must be finite and > 0, but was: %1%.", b, pol); | ||
|  |       return false; | ||
|  |    } | ||
|  |    return true; | ||
|  | } | ||
|  | 
 | ||
|  | } // namespace detail | ||
|  | 
 | ||
|  | template <class RealType = double, class Policy = policies::policy<> > | ||
|  | class extreme_value_distribution | ||
|  | { | ||
|  | public: | ||
|  |    typedef RealType value_type; | ||
|  |    typedef Policy policy_type; | ||
|  | 
 | ||
|  |    extreme_value_distribution(RealType a = 0, RealType b = 1) | ||
|  |       : m_a(a), m_b(b) | ||
|  |    { | ||
|  |       RealType err; | ||
|  |       detail::verify_scale_b("boost::math::extreme_value_distribution<%1%>::extreme_value_distribution", b, &err, Policy()); | ||
|  |       detail::check_finite("boost::math::extreme_value_distribution<%1%>::extreme_value_distribution", a, &err, Policy()); | ||
|  |    } // extreme_value_distribution | ||
|  | 
 | ||
|  |    RealType location()const { return m_a; } | ||
|  |    RealType scale()const { return m_b; } | ||
|  | 
 | ||
|  | private: | ||
|  |    RealType m_a, m_b; | ||
|  | }; | ||
|  | 
 | ||
|  | typedef extreme_value_distribution<double> extreme_value; | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline const std::pair<RealType, RealType> range(const extreme_value_distribution<RealType, Policy>& /*dist*/) | ||
|  | { // Range of permissible values for random variable x. | ||
|  |    using boost::math::tools::max_value; | ||
|  |    return std::pair<RealType, RealType>( | ||
|  |       std::numeric_limits<RealType>::has_infinity ? -std::numeric_limits<RealType>::infinity() : -max_value<RealType>(),  | ||
|  |       std::numeric_limits<RealType>::has_infinity ? std::numeric_limits<RealType>::infinity() : max_value<RealType>()); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline const std::pair<RealType, RealType> support(const extreme_value_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; | ||
|  |    return std::pair<RealType, RealType>(-max_value<RealType>(),  max_value<RealType>()); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType pdf(const extreme_value_distribution<RealType, Policy>& dist, const RealType& x) | ||
|  | { | ||
|  |    BOOST_MATH_STD_USING // for ADL of std functions | ||
|  | 
 | ||
|  |    static const char* function = "boost::math::pdf(const extreme_value_distribution<%1%>&, %1%)"; | ||
|  | 
 | ||
|  |    RealType a = dist.location(); | ||
|  |    RealType b = dist.scale(); | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b(function, b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_finite(function, a, &result, Policy())) | ||
|  |       return result; | ||
|  |    if((boost::math::isinf)(x)) | ||
|  |       return 0.0f; | ||
|  |    if(0 == detail::check_x(function, x, &result, Policy())) | ||
|  |       return result; | ||
|  |    RealType e = (a - x) / b; | ||
|  |    if(e < tools::log_max_value<RealType>()) | ||
|  |       result = exp(e) * exp(-exp(e)) / b; | ||
|  |    // else.... result *must* be zero since exp(e) is infinite... | ||
|  |    return result; | ||
|  | } // pdf | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType cdf(const extreme_value_distribution<RealType, Policy>& dist, const RealType& x) | ||
|  | { | ||
|  |    BOOST_MATH_STD_USING // for ADL of std functions | ||
|  | 
 | ||
|  |    static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)"; | ||
|  | 
 | ||
|  |    if((boost::math::isinf)(x)) | ||
|  |       return x < 0 ? 0.0f : 1.0f; | ||
|  |    RealType a = dist.location(); | ||
|  |    RealType b = dist.scale(); | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b(function, b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_finite(function, a, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_finite(function, a, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_x("boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)", x, &result, Policy())) | ||
|  |       return result; | ||
|  | 
 | ||
|  |    result = exp(-exp((a-x)/b)); | ||
|  | 
 | ||
|  |    return result; | ||
|  | } // cdf | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | RealType quantile(const extreme_value_distribution<RealType, Policy>& dist, const RealType& p) | ||
|  | { | ||
|  |    BOOST_MATH_STD_USING // for ADL of std functions | ||
|  | 
 | ||
|  |    static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)"; | ||
|  | 
 | ||
|  |    RealType a = dist.location(); | ||
|  |    RealType b = dist.scale(); | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b(function, b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_finite(function, a, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_probability(function, p, &result, Policy())) | ||
|  |       return result; | ||
|  | 
 | ||
|  |    if(p == 0) | ||
|  |       return -policies::raise_overflow_error<RealType>(function, 0, Policy()); | ||
|  |    if(p == 1) | ||
|  |       return policies::raise_overflow_error<RealType>(function, 0, Policy()); | ||
|  | 
 | ||
|  |    result = a - log(-log(p)) * b; | ||
|  | 
 | ||
|  |    return result; | ||
|  | } // quantile | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType cdf(const complemented2_type<extreme_value_distribution<RealType, Policy>, RealType>& c) | ||
|  | { | ||
|  |    BOOST_MATH_STD_USING // for ADL of std functions | ||
|  | 
 | ||
|  |    static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)"; | ||
|  | 
 | ||
|  |    if((boost::math::isinf)(c.param)) | ||
|  |       return c.param < 0 ? 1.0f : 0.0f; | ||
|  |    RealType a = c.dist.location(); | ||
|  |    RealType b = c.dist.scale(); | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b(function, b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_finite(function, a, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_x(function, c.param, &result, Policy())) | ||
|  |       return result; | ||
|  | 
 | ||
|  |    result = -boost::math::expm1(-exp((a-c.param)/b), Policy()); | ||
|  | 
 | ||
|  |    return result; | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | RealType quantile(const complemented2_type<extreme_value_distribution<RealType, Policy>, RealType>& c) | ||
|  | { | ||
|  |    BOOST_MATH_STD_USING // for ADL of std functions | ||
|  | 
 | ||
|  |    static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)"; | ||
|  | 
 | ||
|  |    RealType a = c.dist.location(); | ||
|  |    RealType b = c.dist.scale(); | ||
|  |    RealType q = c.param; | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b(function, b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_finite(function, a, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_probability(function, q, &result, Policy())) | ||
|  |       return result; | ||
|  | 
 | ||
|  |    if(q == 0) | ||
|  |       return policies::raise_overflow_error<RealType>(function, 0, Policy()); | ||
|  |    if(q == 1) | ||
|  |       return -policies::raise_overflow_error<RealType>(function, 0, Policy()); | ||
|  | 
 | ||
|  |    result = a - log(-boost::math::log1p(-q, Policy())) * b; | ||
|  | 
 | ||
|  |    return result; | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType mean(const extreme_value_distribution<RealType, Policy>& dist) | ||
|  | { | ||
|  |    RealType a = dist.location(); | ||
|  |    RealType b = dist.scale(); | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b("boost::math::mean(const extreme_value_distribution<%1%>&)", b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_scale("boost::math::mean(const extreme_value_distribution<%1%>&)", a, &result, Policy())) | ||
|  |       return result; | ||
|  |    return a + constants::euler<RealType>() * b; | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType standard_deviation(const extreme_value_distribution<RealType, Policy>& dist) | ||
|  | { | ||
|  |    BOOST_MATH_STD_USING // for ADL of std functions. | ||
|  | 
 | ||
|  |    RealType b = dist.scale(); | ||
|  |    RealType result = 0; | ||
|  |    if(0 == detail::verify_scale_b("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", b, &result, Policy())) | ||
|  |       return result; | ||
|  |    if(0 == detail::check_scale("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", dist.location(), &result, Policy())) | ||
|  |       return result; | ||
|  |    return constants::pi<RealType>() * b / sqrt(static_cast<RealType>(6)); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType mode(const extreme_value_distribution<RealType, Policy>& dist) | ||
|  | { | ||
|  |    return dist.location(); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType median(const extreme_value_distribution<RealType, Policy>& dist) | ||
|  | { | ||
|  |   using constants::ln_ln_two; | ||
|  |    return dist.location() - dist.scale() * ln_ln_two<RealType>(); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType skewness(const extreme_value_distribution<RealType, Policy>& /*dist*/) | ||
|  | { | ||
|  |    // | ||
|  |    // This is 12 * sqrt(6) * zeta(3) / pi^3: | ||
|  |    // See http://mathworld.wolfram.com/ExtremeValueDistribution.html | ||
|  |    // | ||
|  |    return static_cast<RealType>(1.1395470994046486574927930193898461120875997958366L); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType kurtosis(const extreme_value_distribution<RealType, Policy>& /*dist*/) | ||
|  | { | ||
|  |    // See http://mathworld.wolfram.com/ExtremeValueDistribution.html | ||
|  |    return RealType(27) / 5; | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType, class Policy> | ||
|  | inline RealType kurtosis_excess(const extreme_value_distribution<RealType, Policy>& /*dist*/) | ||
|  | { | ||
|  |    // See http://mathworld.wolfram.com/ExtremeValueDistribution.html | ||
|  |    return RealType(12) / 5; | ||
|  | } | ||
|  | 
 | ||
|  | 
 | ||
|  | } // namespace math | ||
|  | } // namespace boost | ||
|  | 
 | ||
|  | #ifdef BOOST_MSVC | ||
|  | # pragma warning(pop) | ||
|  | #endif | ||
|  | 
 | ||
|  | // 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_EXTREME_VALUE_HPP |