// Copyright John Maddock 2007. // Copyright Paul A. Bristow 2007 // 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_PARETO_HPP #define BOOST_STATS_PARETO_HPP // http://en.wikipedia.org/wiki/Pareto_distribution // http://www.itl.nist.gov/div898/handbook/eda/section3/eda3661.htm // Also: // Weisstein, Eric W. "Pareto Distribution." // From MathWorld--A Wolfram Web Resource. // http://mathworld.wolfram.com/ParetoDistribution.html #include #include #include #include #include // for BOOST_CURRENT_VALUE? namespace boost { namespace math { namespace detail { // Parameter checking. template inline bool check_pareto_location( const char* function, RealType location, RealType* result, const Policy& pol) { if((boost::math::isfinite)(location)) { // any > 0 finite value is OK. if (location > 0) { return true; } else { *result = policies::raise_domain_error( function, "Location parameter is %1%, but must be > 0!", location, pol); return false; } } else { // Not finite. *result = policies::raise_domain_error( function, "Location parameter is %1%, but must be finite!", location, pol); return false; } } // bool check_pareto_location template inline bool check_pareto_shape( const char* function, RealType shape, RealType* result, const Policy& pol) { if((boost::math::isfinite)(shape)) { // Any finite value > 0 is OK. if (shape > 0) { return true; } else { *result = policies::raise_domain_error( function, "Shape parameter is %1%, but must be > 0!", shape, pol); return false; } } else { // Not finite. *result = policies::raise_domain_error( function, "Shape parameter is %1%, but must be finite!", shape, pol); return false; } } // bool check_pareto_shape( template inline bool check_pareto_x( const char* function, RealType const& x, RealType* result, const Policy& pol) { if((boost::math::isfinite)(x)) { // if (x > 0) { return true; } else { *result = policies::raise_domain_error( function, "x parameter is %1%, but must be > 0 !", x, pol); return false; } } else { // Not finite.. *result = policies::raise_domain_error( function, "x parameter is %1%, but must be finite!", x, pol); return false; } } // bool check_pareto_x template inline bool check_pareto( // distribution parameters. const char* function, RealType location, RealType shape, RealType* result, const Policy& pol) { return check_pareto_location(function, location, result, pol) && check_pareto_shape(function, shape, result, pol); } // bool check_pareto( } // namespace detail template > class pareto_distribution { public: typedef RealType value_type; typedef Policy policy_type; pareto_distribution(RealType location = 1, RealType shape = 1) : m_location(location), m_shape(shape) { // Constructor. RealType result; detail::check_pareto("boost::math::pareto_distribution<%1%>::pareto_distribution", location, shape, &result, Policy()); } RealType location()const { // AKA Xm and b return m_location; } RealType shape()const { // AKA k and a return m_shape; } private: // Data members: RealType m_location; // distribution location (xm) RealType m_shape; // distribution shape (k) }; typedef pareto_distribution pareto; // Convenience to allow pareto(2., 3.); template inline const std::pair range(const pareto_distribution& /*dist*/) { // Range of permissible values for random variable x. using boost::math::tools::max_value; return std::pair(0, max_value()); // location zero to + infinity. } // range template inline const std::pair support(const pareto_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; return std::pair(dist.location(), max_value() ); // location to + infinity. } // support template inline RealType pdf(const pareto_distribution& dist, const RealType& x) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::pdf(const pareto_distribution<%1%>&, %1%)"; RealType location = dist.location(); RealType shape = dist.shape(); RealType result; if(false == (detail::check_pareto_x(function, x, &result, Policy()) && detail::check_pareto(function, location, shape, &result, Policy()))) return result; if (x < location) { // regardless of shape, pdf is zero. return 0; } result = shape * pow(location, shape) / pow(x, shape+1); return result; } // pdf template inline RealType cdf(const pareto_distribution& dist, const RealType& x) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::cdf(const pareto_distribution<%1%>&, %1%)"; RealType location = dist.location(); RealType shape = dist.shape(); RealType result; if(false == (detail::check_pareto_x(function, x, &result, Policy()) && detail::check_pareto(function, location, shape, &result, Policy()))) return result; if (x <= location) { // regardless of shape, cdf is zero. return 0; } // result = RealType(1) - pow((location / x), shape); result = -boost::math::powm1(location/x, shape, Policy()); // should be more accurate. return result; } // cdf template inline RealType quantile(const pareto_distribution& dist, const RealType& p) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::quantile(const pareto_distribution<%1%>&, %1%)"; RealType result; RealType location = dist.location(); RealType shape = dist.shape(); if(false == (detail::check_probability(function, p, &result, Policy()) && detail::check_pareto(function, location, shape, &result, Policy()))) { return result; } if (p == 0) { return location; // x must be location (or less). } if (p == 1) { return tools::max_value(); // x = + infinity. } result = location / (pow((1 - p), 1 / shape)); // K. Krishnamoorthy, ISBN 1-58488-635-8 eq 23.1.3 return result; } // quantile template inline RealType cdf(const complemented2_type, RealType>& c) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::cdf(const pareto_distribution<%1%>&, %1%)"; RealType result; RealType x = c.param; RealType location = c.dist.location(); RealType shape = c.dist.shape(); if(false == (detail::check_pareto_x(function, x, &result, Policy()) && detail::check_pareto(function, location, shape, &result, Policy()))) return result; if (x <= location) { // regardless of shape, cdf is zero, and complement is unity. return 1; } result = pow((location/x), shape); return result; } // cdf complement template inline RealType quantile(const complemented2_type, RealType>& c) { BOOST_MATH_STD_USING // for ADL of std function pow. static const char* function = "boost::math::quantile(const pareto_distribution<%1%>&, %1%)"; RealType result; RealType q = c.param; RealType location = c.dist.location(); RealType shape = c.dist.shape(); if(false == (detail::check_probability(function, q, &result, Policy()) && detail::check_pareto(function, location, shape, &result, Policy()))) { return result; } if (q == 1) { return location; // x must be location (or less). } if (q == 0) { return tools::max_value(); // x = + infinity. } result = location / (pow(q, 1 / shape)); // K. Krishnamoorthy, ISBN 1-58488-635-8 eq 23.1.3 return result; } // quantile complement template inline RealType mean(const pareto_distribution& dist) { RealType result; static const char* function = "boost::math::mean(const pareto_distribution<%1%>&, %1%)"; if(false == detail::check_pareto(function, dist.location(), dist.shape(), &result, Policy())) { return result; } if (dist.shape() > RealType(1)) { return dist.shape() * dist.location() / (dist.shape() - 1); } else { using boost::math::tools::max_value; return max_value(); // +infinity. } } // mean template inline RealType mode(const pareto_distribution& dist) { return dist.location(); } // mode template inline RealType median(const pareto_distribution& dist) { RealType result; static const char* function = "boost::math::median(const pareto_distribution<%1%>&, %1%)"; if(false == detail::check_pareto(function, dist.location(), dist.shape(), &result, Policy())) { return result; } BOOST_MATH_STD_USING return dist.location() * pow(RealType(2), (1/dist.shape())); } // median template inline RealType variance(const pareto_distribution& dist) { RealType result; RealType location = dist.location(); RealType shape = dist.shape(); static const char* function = "boost::math::variance(const pareto_distribution<%1%>&, %1%)"; if(false == detail::check_pareto(function, location, shape, &result, Policy())) { return result; } if (shape > 2) { result = (location * location * shape) / ((shape - 1) * (shape - 1) * (shape - 2)); } else { result = policies::raise_domain_error( function, "variance is undefined for shape <= 2, but got %1%.", dist.shape(), Policy()); } return result; } // variance template inline RealType skewness(const pareto_distribution& dist) { BOOST_MATH_STD_USING RealType result; RealType shape = dist.shape(); static const char* function = "boost::math::pdf(const pareto_distribution<%1%>&, %1%)"; if(false == detail::check_pareto(function, dist.location(), shape, &result, Policy())) { return result; } if (shape > 3) { result = sqrt((shape - 2) / shape) * 2 * (shape + 1) / (shape - 3); } else { result = policies::raise_domain_error( function, "skewness is undefined for shape <= 3, but got %1%.", dist.shape(), Policy()); } return result; } // skewness template inline RealType kurtosis(const pareto_distribution& dist) { RealType result; RealType shape = dist.shape(); static const char* function = "boost::math::pdf(const pareto_distribution<%1%>&, %1%)"; if(false == detail::check_pareto(function, dist.location(), shape, &result, Policy())) { return result; } if (shape > 4) { result = 3 * ((shape - 2) * (3 * shape * shape + shape + 2)) / (shape * (shape - 3) * (shape - 4)); } else { result = policies::raise_domain_error( function, "kurtosis_excess is undefined for shape <= 4, but got %1%.", shape, Policy()); } return result; } // kurtosis template inline RealType kurtosis_excess(const pareto_distribution& dist) { RealType result; RealType shape = dist.shape(); static const char* function = "boost::math::pdf(const pareto_distribution<%1%>&, %1%)"; if(false == detail::check_pareto(function, dist.location(), shape, &result, Policy())) { return result; } if (shape > 4) { result = 6 * ((shape * shape * shape) + (shape * shape) - 6 * shape - 2) / (shape * (shape - 3) * (shape - 4)); } else { result = policies::raise_domain_error( function, "kurtosis_excess is undefined for shape <= 4, but got %1%.", dist.shape(), Policy()); } return result; } // kurtosis_excess } // 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_PARETO_HPP