// 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_WEIBULL_HPP #define BOOST_STATS_WEIBULL_HPP // http://www.itl.nist.gov/div898/handbook/eda/section3/eda3668.htm // http://mathworld.wolfram.com/WeibullDistribution.html #include #include #include #include #include #include #include namespace boost{ namespace math { namespace detail{ template inline bool check_weibull_shape( const char* function, RealType shape, RealType* result, const Policy& pol) { if((shape <= 0) || !(boost::math::isfinite)(shape)) { *result = policies::raise_domain_error( function, "Shape parameter is %1%, but must be > 0 !", shape, pol); return false; } return true; } template inline bool check_weibull_x( const char* function, RealType const& x, RealType* result, const Policy& pol) { if((x < 0) || !(boost::math::isfinite)(x)) { *result = policies::raise_domain_error( function, "Random variate is %1% but must be >= 0 !", x, pol); return false; } return true; } template inline bool check_weibull( const char* function, RealType scale, RealType shape, RealType* result, const Policy& pol) { return check_scale(function, scale, result, pol) && check_weibull_shape(function, shape, result, pol); } } // namespace detail template > class weibull_distribution { public: typedef RealType value_type; typedef Policy policy_type; weibull_distribution(RealType l_shape, RealType l_scale = 1) : m_shape(l_shape), m_scale(l_scale) { RealType result; detail::check_weibull("boost::math::weibull_distribution<%1%>::weibull_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 weibull_distribution weibull; template inline const std::pair range(const weibull_distribution& /*dist*/) { // Range of permissible values for random variable x. using boost::math::tools::max_value; return std::pair(static_cast(0), max_value()); } template inline const std::pair support(const weibull_distribution& /*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(min_value(), max_value()); // A discontinuity at x == 0, so only support down to min_value. } template inline RealType pdf(const weibull_distribution& dist, const RealType& x) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::pdf(const weibull_distribution<%1%>, %1%)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) return result; if(false == detail::check_weibull_x(function, x, &result, Policy())) return result; if(x == 0) { if(shape == 1) { return 1 / scale; } if(shape > 1) { return 0; } return policies::raise_overflow_error(function, 0, Policy()); } result = exp(-pow(x / scale, shape)); result *= pow(x / scale, shape - 1) * shape / scale; return result; } template inline RealType cdf(const weibull_distribution& dist, const RealType& x) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::cdf(const weibull_distribution<%1%>, %1%)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) return result; if(false == detail::check_weibull_x(function, x, &result, Policy())) return result; result = -boost::math::expm1(-pow(x / scale, shape), Policy()); return result; } template inline RealType quantile(const weibull_distribution& dist, const RealType& p) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::quantile(const weibull_distribution<%1%>, %1%)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(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(function, 0, Policy()); result = scale * pow(-boost::math::log1p(-p, Policy()), 1 / shape); return result; } template inline RealType cdf(const complemented2_type, RealType>& c) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::cdf(const weibull_distribution<%1%>, %1%)"; RealType shape = c.dist.shape(); RealType scale = c.dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) return result; if(false == detail::check_weibull_x(function, c.param, &result, Policy())) return result; result = exp(-pow(c.param / scale, shape)); return result; } template inline RealType quantile(const complemented2_type, RealType>& c) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::quantile(const weibull_distribution<%1%>, %1%)"; RealType shape = c.dist.shape(); RealType scale = c.dist.scale(); RealType q = c.param; RealType result = 0; if(false == detail::check_weibull(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(function, 0, Policy()); result = scale * pow(-log(q), 1 / shape); return result; } template inline RealType mean(const weibull_distribution& dist) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::mean(const weibull_distribution<%1%>)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) return result; result = scale * boost::math::tgamma(1 + 1 / shape, Policy()); return result; } template inline RealType variance(const weibull_distribution& dist) { RealType shape = dist.shape(); RealType scale = dist.scale(); static const char* function = "boost::math::variance(const weibull_distribution<%1%>)"; RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) { return result; } result = boost::math::tgamma(1 + 1 / shape, Policy()); result *= -result; result += boost::math::tgamma(1 + 2 / shape, Policy()); result *= scale * scale; return result; } template inline RealType mode(const weibull_distribution& dist) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::mode(const weibull_distribution<%1%>)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) { return result; } if(shape <= 1) return 0; result = scale * pow((shape - 1) / shape, 1 / shape); return result; } template inline RealType median(const weibull_distribution& dist) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::median(const weibull_distribution<%1%>)"; RealType shape = dist.shape(); // Wikipedia k RealType scale = dist.scale(); // Wikipedia lambda RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) { return result; } using boost::math::constants::ln_two; result = scale * pow(ln_two(), 1 / shape); return result; } template inline RealType skewness(const weibull_distribution& dist) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::skewness(const weibull_distribution<%1%>)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) { return result; } RealType g1, g2, g3, d; g1 = boost::math::tgamma(1 + 1 / shape, Policy()); g2 = boost::math::tgamma(1 + 2 / shape, Policy()); g3 = boost::math::tgamma(1 + 3 / shape, Policy()); d = pow(g2 - g1 * g1, RealType(1.5)); result = (2 * g1 * g1 * g1 - 3 * g1 * g2 + g3) / d; return result; } template inline RealType kurtosis_excess(const weibull_distribution& dist) { BOOST_MATH_STD_USING // for ADL of std functions static const char* function = "boost::math::kurtosis_excess(const weibull_distribution<%1%>)"; RealType shape = dist.shape(); RealType scale = dist.scale(); RealType result = 0; if(false == detail::check_weibull(function, scale, shape, &result, Policy())) return result; RealType g1, g2, g3, g4, d, g1_2, g1_4; g1 = boost::math::tgamma(1 + 1 / shape, Policy()); g2 = boost::math::tgamma(1 + 2 / shape, Policy()); g3 = boost::math::tgamma(1 + 3 / shape, Policy()); g4 = boost::math::tgamma(1 + 4 / shape, Policy()); g1_2 = g1 * g1; g1_4 = g1_2 * g1_2; d = g2 - g1_2; d *= d; result = -6 * g1_4 + 12 * g1_2 * g2 - 3 * g2 * g2 - 4 * g1 * g3 + g4; result /= d; return result; } template inline RealType kurtosis(const weibull_distribution& dist) { return kurtosis_excess(dist) + 3; } template inline RealType entropy(const weibull_distribution& dist) { using std::log; RealType k = dist.shape(); RealType lambda = dist.scale(); return constants::euler()*(1-1/k) + log(lambda/k) + 1; } } // 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 #endif // BOOST_STATS_WEIBULL_HPP