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_WEIBULL_HPP Chris@16: #define BOOST_STATS_WEIBULL_HPP Chris@16: Chris@16: // http://www.itl.nist.gov/div898/handbook/eda/section3/eda3668.htm Chris@16: // http://mathworld.wolfram.com/WeibullDistribution.html Chris@16: Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: Chris@16: #include Chris@16: Chris@16: namespace boost{ namespace math Chris@16: { Chris@16: namespace detail{ Chris@16: Chris@16: template Chris@16: inline bool check_weibull_shape( Chris@16: const char* function, Chris@16: RealType shape, Chris@16: RealType* result, const Policy& pol) Chris@16: { Chris@16: if((shape <= 0) || !(boost::math::isfinite)(shape)) Chris@16: { Chris@16: *result = policies::raise_domain_error( Chris@16: function, Chris@16: "Shape parameter is %1%, but must be > 0 !", shape, pol); Chris@16: return false; Chris@16: } Chris@16: return true; Chris@16: } Chris@16: Chris@16: template Chris@16: inline bool check_weibull_x( Chris@16: const char* function, Chris@16: RealType const& x, Chris@16: RealType* result, const Policy& pol) Chris@16: { Chris@16: if((x < 0) || !(boost::math::isfinite)(x)) Chris@16: { Chris@16: *result = policies::raise_domain_error( Chris@16: function, Chris@16: "Random variate is %1% but must be >= 0 !", x, pol); Chris@16: return false; Chris@16: } Chris@16: return true; Chris@16: } Chris@16: Chris@16: template Chris@16: inline bool check_weibull( Chris@16: const char* function, Chris@16: RealType scale, Chris@16: RealType shape, Chris@16: RealType* result, const Policy& pol) Chris@16: { Chris@16: return check_scale(function, scale, result, pol) && check_weibull_shape(function, shape, result, pol); Chris@16: } Chris@16: Chris@16: } // namespace detail Chris@16: Chris@16: template > Chris@16: class weibull_distribution Chris@16: { Chris@16: public: Chris@16: typedef RealType value_type; Chris@16: typedef Policy policy_type; Chris@16: Chris@16: weibull_distribution(RealType l_shape, RealType l_scale = 1) Chris@16: : m_shape(l_shape), m_scale(l_scale) Chris@16: { Chris@16: RealType result; Chris@16: detail::check_weibull("boost::math::weibull_distribution<%1%>::weibull_distribution", l_scale, l_shape, &result, Policy()); Chris@16: } Chris@16: Chris@16: RealType shape()const Chris@16: { Chris@16: return m_shape; Chris@16: } Chris@16: Chris@16: RealType scale()const Chris@16: { Chris@16: return m_scale; Chris@16: } Chris@16: private: Chris@16: // Chris@16: // Data members: Chris@16: // Chris@16: RealType m_shape; // distribution shape Chris@16: RealType m_scale; // distribution scale Chris@16: }; Chris@16: Chris@16: typedef weibull_distribution weibull; Chris@16: Chris@16: template Chris@16: inline const std::pair range(const weibull_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(static_cast(0), max_value()); Chris@16: } Chris@16: Chris@16: template Chris@16: inline const std::pair support(const weibull_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: using boost::math::tools::min_value; Chris@16: return std::pair(min_value(), max_value()); Chris@16: // A discontinuity at x == 0, so only support down to min_value. Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType pdf(const weibull_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 weibull_distribution<%1%>, %1%)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: if(false == detail::check_weibull_x(function, x, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: if(x == 0) Chris@16: { Chris@16: if(shape == 1) Chris@16: { Chris@16: return 1 / scale; Chris@16: } Chris@16: if(shape > 1) Chris@16: { Chris@16: return 0; Chris@16: } Chris@16: return policies::raise_overflow_error(function, 0, Policy()); Chris@16: } Chris@16: result = exp(-pow(x / scale, shape)); Chris@16: result *= pow(x / scale, shape - 1) * shape / scale; Chris@16: Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType cdf(const weibull_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 weibull_distribution<%1%>, %1%)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: if(false == detail::check_weibull_x(function, x, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: result = -boost::math::expm1(-pow(x / scale, shape), Policy()); Chris@16: Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType quantile(const weibull_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 weibull_distribution<%1%>, %1%)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: if(false == detail::check_probability(function, p, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: if(p == 1) Chris@16: return policies::raise_overflow_error(function, 0, Policy()); Chris@16: Chris@16: result = scale * pow(-boost::math::log1p(-p, Policy()), 1 / shape); Chris@16: Chris@16: return result; Chris@16: } 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 weibull_distribution<%1%>, %1%)"; Chris@16: Chris@16: RealType shape = c.dist.shape(); Chris@16: RealType scale = c.dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: if(false == detail::check_weibull_x(function, c.param, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: result = exp(-pow(c.param / scale, shape)); Chris@16: Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline 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 weibull_distribution<%1%>, %1%)"; Chris@16: Chris@16: RealType shape = c.dist.shape(); Chris@16: RealType scale = c.dist.scale(); Chris@16: RealType q = c.param; Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: if(false == 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: Chris@16: result = scale * pow(-log(q), 1 / shape); Chris@16: Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType mean(const weibull_distribution& dist) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::mean(const weibull_distribution<%1%>)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: result = scale * boost::math::tgamma(1 + 1 / shape, Policy()); Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType variance(const weibull_distribution& dist) Chris@16: { Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: static const char* function = "boost::math::variance(const weibull_distribution<%1%>)"; Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: { Chris@16: return result; Chris@16: } Chris@16: result = boost::math::tgamma(1 + 1 / shape, Policy()); Chris@16: result *= -result; Chris@16: result += boost::math::tgamma(1 + 2 / shape, Policy()); Chris@16: result *= scale * scale; Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType mode(const weibull_distribution& dist) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std function pow. Chris@16: Chris@16: static const char* function = "boost::math::mode(const weibull_distribution<%1%>)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: { Chris@16: return result; Chris@16: } Chris@16: if(shape <= 1) Chris@16: return 0; Chris@16: result = scale * pow((shape - 1) / shape, 1 / shape); Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType median(const weibull_distribution& dist) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std function pow. Chris@16: Chris@16: static const char* function = "boost::math::median(const weibull_distribution<%1%>)"; Chris@16: Chris@16: RealType shape = dist.shape(); // Wikipedia k Chris@16: RealType scale = dist.scale(); // Wikipedia lambda Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: { Chris@16: return result; Chris@16: } Chris@16: using boost::math::constants::ln_two; Chris@16: result = scale * pow(ln_two(), 1 / shape); Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType skewness(const weibull_distribution& dist) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::skewness(const weibull_distribution<%1%>)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: { Chris@16: return result; Chris@16: } Chris@16: RealType g1, g2, g3, d; Chris@16: Chris@16: g1 = boost::math::tgamma(1 + 1 / shape, Policy()); Chris@16: g2 = boost::math::tgamma(1 + 2 / shape, Policy()); Chris@16: g3 = boost::math::tgamma(1 + 3 / shape, Policy()); Chris@16: d = pow(g2 - g1 * g1, RealType(1.5)); Chris@16: Chris@16: result = (2 * g1 * g1 * g1 - 3 * g1 * g2 + g3) / d; Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType kurtosis_excess(const weibull_distribution& dist) Chris@16: { Chris@16: BOOST_MATH_STD_USING // for ADL of std functions Chris@16: Chris@16: static const char* function = "boost::math::kurtosis_excess(const weibull_distribution<%1%>)"; Chris@16: Chris@16: RealType shape = dist.shape(); Chris@16: RealType scale = dist.scale(); Chris@16: Chris@16: RealType result = 0; Chris@16: if(false == detail::check_weibull(function, scale, shape, &result, Policy())) Chris@16: return result; Chris@16: Chris@16: RealType g1, g2, g3, g4, d, g1_2, g1_4; Chris@16: Chris@16: g1 = boost::math::tgamma(1 + 1 / shape, Policy()); Chris@16: g2 = boost::math::tgamma(1 + 2 / shape, Policy()); Chris@16: g3 = boost::math::tgamma(1 + 3 / shape, Policy()); Chris@16: g4 = boost::math::tgamma(1 + 4 / shape, Policy()); Chris@16: g1_2 = g1 * g1; Chris@16: g1_4 = g1_2 * g1_2; Chris@16: d = g2 - g1_2; Chris@16: d *= d; Chris@16: Chris@16: result = -6 * g1_4 + 12 * g1_2 * g2 - 3 * g2 * g2 - 4 * g1 * g3 + g4; Chris@16: result /= d; Chris@16: return result; Chris@16: } Chris@16: Chris@16: template Chris@16: inline RealType kurtosis(const weibull_distribution& dist) Chris@16: { Chris@16: return kurtosis_excess(dist) + 3; Chris@16: } Chris@16: Chris@16: } // namespace math Chris@16: } // namespace boost 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_WEIBULL_HPP Chris@16: Chris@16: