Chris@16: // Copyright John Maddock 2006. Chris@16: // Use, modification and distribution are subject to the Chris@16: // Boost Software License, Version 1.0. (See accompanying file Chris@16: // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) Chris@16: Chris@16: #ifndef BOOST_STATS_EXTREME_VALUE_HPP Chris@16: #define BOOST_STATS_EXTREME_VALUE_HPP Chris@16: Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: Chris@16: // Chris@16: // This is the maximum extreme value distribution, see Chris@16: // http://www.itl.nist.gov/div898/handbook/eda/section3/eda366g.htm Chris@16: // and http://mathworld.wolfram.com/ExtremeValueDistribution.html Chris@16: // Also known as a Fisher-Tippett distribution, a log-Weibull Chris@16: // distribution or a Gumbel distribution. Chris@16: Chris@16: #include Chris@16: Chris@16: #ifdef BOOST_MSVC Chris@16: # pragma warning(push) Chris@16: # pragma warning(disable: 4702) // unreachable code (return after domain_error throw). Chris@16: #endif Chris@16: Chris@16: namespace boost{ namespace math{ Chris@16: Chris@16: namespace detail{ Chris@16: // Chris@16: // Error check: Chris@16: // Chris@16: template Chris@16: inline bool verify_scale_b(const char* function, RealType b, RealType* presult, const Policy& pol) Chris@16: { Chris@16: if((b <= 0) || !(boost::math::isfinite)(b)) Chris@16: { Chris@16: *presult = policies::raise_domain_error( Chris@16: function, Chris@16: "The scale parameter \"b\" must be finite and > 0, but was: %1%.", b, pol); Chris@16: return false; Chris@16: } Chris@16: return true; Chris@16: } Chris@16: Chris@16: } // namespace detail Chris@16: Chris@16: template > Chris@16: class extreme_value_distribution Chris@16: { Chris@16: public: Chris@16: typedef RealType value_type; Chris@16: typedef Policy policy_type; Chris@16: Chris@16: extreme_value_distribution(RealType a = 0, RealType b = 1) Chris@16: : m_a(a), m_b(b) Chris@16: { Chris@16: RealType err; Chris@16: detail::verify_scale_b("boost::math::extreme_value_distribution<%1%>::extreme_value_distribution", b, &err, Policy()); Chris@16: detail::check_finite("boost::math::extreme_value_distribution<%1%>::extreme_value_distribution", a, &err, Policy()); Chris@16: } // extreme_value_distribution Chris@16: Chris@16: RealType location()const { return m_a; } Chris@16: RealType scale()const { return m_b; } Chris@16: Chris@16: private: Chris@16: RealType m_a, m_b; Chris@16: }; Chris@16: Chris@16: typedef extreme_value_distribution extreme_value; Chris@16: Chris@16: template Chris@16: inline const std::pair range(const extreme_value_distribution& /*dist*/) Chris@16: { // Range of permissible values for random variable x. Chris@16: using boost::math::tools::max_value; Chris@16: return std::pair( Chris@16: std::numeric_limits::has_infinity ? -std::numeric_limits::infinity() : -max_value(), Chris@16: std::numeric_limits::has_infinity ? std::numeric_limits::infinity() : max_value()); Chris@16: } Chris@16: Chris@16: template Chris@16: inline const std::pair support(const extreme_value_distribution& /*dist*/) Chris@16: { // Range of supported values for random variable x. Chris@16: // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero. Chris@16: using boost::math::tools::max_value; Chris@16: return std::pair(-max_value(), max_value()); Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType pdf(const extreme_value_distribution& dist, const RealType& x) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::pdf(const extreme_value_distribution<%1%>&, %1%)"; Chris@16: Chris@16: RealType a = dist.location(); Chris@16: RealType b = dist.scale(); Chris@16: RealType result = 0; Chris@16: if((boost::math::isinf)(x)) Chris@16: return 0.0f; Chris@16: if(0 == detail::verify_scale_b(function, b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_finite(function, a, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_x(function, x, &result, Policy())) Chris@16: return result; Chris@101: RealType e = (a - x) / b; Chris@101: if(e < tools::log_max_value()) Chris@101: result = exp(e) * exp(-exp(e)) / b; Chris@101: // else.... result *must* be zero since exp(e) is infinite... Chris@16: return result; Chris@16: } // pdf Chris@16: Chris@16: template Chris@16: inline RealType cdf(const extreme_value_distribution& dist, const RealType& x) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)"; Chris@16: Chris@16: if((boost::math::isinf)(x)) Chris@16: return x < 0 ? 0.0f : 1.0f; Chris@16: RealType a = dist.location(); Chris@16: RealType b = dist.scale(); Chris@16: RealType result = 0; Chris@16: if(0 == detail::verify_scale_b(function, b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_finite(function, a, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_finite(function, a, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_x("boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)", x, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: result = exp(-exp((a-x)/b)); Chris@16: Chris@16: return result; Chris@16: } // cdf Chris@16: Chris@16: template Chris@16: RealType quantile(const extreme_value_distribution& dist, const RealType& p) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)"; Chris@16: Chris@16: RealType a = dist.location(); Chris@16: RealType b = dist.scale(); Chris@16: RealType result = 0; Chris@16: if(0 == detail::verify_scale_b(function, b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_finite(function, a, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_probability(function, p, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: if(p == 0) Chris@16: return -policies::raise_overflow_error(function, 0, Policy()); Chris@16: if(p == 1) Chris@16: return policies::raise_overflow_error(function, 0, Policy()); Chris@16: Chris@16: result = a - log(-log(p)) * b; Chris@16: Chris@16: return result; Chris@16: } // quantile Chris@16: Chris@16: template Chris@16: inline RealType cdf(const complemented2_type, RealType>& c) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)"; Chris@16: Chris@16: if((boost::math::isinf)(c.param)) Chris@16: return c.param < 0 ? 1.0f : 0.0f; Chris@16: RealType a = c.dist.location(); Chris@16: RealType b = c.dist.scale(); Chris@16: RealType result = 0; Chris@16: if(0 == detail::verify_scale_b(function, b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_finite(function, a, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_x(function, c.param, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: result = -boost::math::expm1(-exp((a-c.param)/b), Policy()); Chris@16: Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: RealType quantile(const complemented2_type, RealType>& c) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)"; Chris@16: Chris@16: RealType a = c.dist.location(); Chris@16: RealType b = c.dist.scale(); Chris@16: RealType q = c.param; Chris@16: RealType result = 0; Chris@16: if(0 == detail::verify_scale_b(function, b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_finite(function, a, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_probability(function, q, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: if(q == 0) Chris@16: return policies::raise_overflow_error(function, 0, Policy()); Chris@16: if(q == 1) Chris@16: return -policies::raise_overflow_error(function, 0, Policy()); Chris@16: Chris@16: result = a - log(-boost::math::log1p(-q, Policy())) * b; Chris@16: Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType mean(const extreme_value_distribution& dist) Chris@16: { Chris@16: RealType a = dist.location(); Chris@16: RealType b = dist.scale(); Chris@16: RealType result = 0; Chris@16: if(0 == detail::verify_scale_b("boost::math::mean(const extreme_value_distribution<%1%>&)", b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_scale("boost::math::mean(const extreme_value_distribution<%1%>&)", a, &result, Policy())) Chris@16: return result; Chris@16: return a + constants::euler() * b; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType standard_deviation(const extreme_value_distribution& dist) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions. Chris@16: Chris@16: RealType b = dist.scale(); Chris@16: RealType result = 0; Chris@16: if(0 == detail::verify_scale_b("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", b, &result, Policy())) Chris@16: return result; Chris@16: if(0 == detail::check_scale("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", dist.location(), &result, Policy())) Chris@16: return result; Chris@16: return constants::pi() * b / sqrt(static_cast(6)); Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType mode(const extreme_value_distribution& dist) Chris@16: { Chris@16: return dist.location(); Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType median(const extreme_value_distribution& dist) Chris@16: { Chris@16: using constants::ln_ln_two; Chris@16: return dist.location() - dist.scale() * ln_ln_two(); Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType skewness(const extreme_value_distribution& /*dist*/) Chris@16: { Chris@16: // Chris@16: // This is 12 * sqrt(6) * zeta(3) / pi^3: Chris@16: // See http://mathworld.wolfram.com/ExtremeValueDistribution.html Chris@16: // Chris@16: return static_cast(1.1395470994046486574927930193898461120875997958366L); Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType kurtosis(const extreme_value_distribution& /*dist*/) Chris@16: { Chris@16: // See http://mathworld.wolfram.com/ExtremeValueDistribution.html Chris@16: return RealType(27) / 5; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType kurtosis_excess(const extreme_value_distribution& /*dist*/) Chris@16: { Chris@16: // See http://mathworld.wolfram.com/ExtremeValueDistribution.html Chris@16: return RealType(12) / 5; Chris@16: } Chris@16: Chris@16: Chris@16: } // namespace math Chris@16: } // namespace boost Chris@16: Chris@16: #ifdef BOOST_MSVC Chris@16: # pragma warning(pop) Chris@16: #endif Chris@16: Chris@16: // This include must be at the end, *after* the accessors Chris@16: // for this distribution have been defined, in order to Chris@16: // keep compilers that support two-phase lookup happy. Chris@16: #include Chris@16: Chris@16: #endif // BOOST_STATS_EXTREME_VALUE_HPP