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308 lines
9.6 KiB
308 lines
9.6 KiB
// Copyright John Maddock 2006, 2007. |
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// Copyright Paul A. Bristow 2006, 2007. |
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// Use, modification and distribution are subject to the |
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// Boost Software License, Version 1.0. (See accompanying file |
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// LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) |
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#ifndef BOOST_STATS_NORMAL_HPP |
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#define BOOST_STATS_NORMAL_HPP |
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// http://en.wikipedia.org/wiki/Normal_distribution |
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// http://www.itl.nist.gov/div898/handbook/eda/section3/eda3661.htm |
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// Also: |
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// Weisstein, Eric W. "Normal Distribution." |
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// From MathWorld--A Wolfram Web Resource. |
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// http://mathworld.wolfram.com/NormalDistribution.html |
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#include <boost/math/distributions/fwd.hpp> |
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#include <boost/math/special_functions/erf.hpp> // for erf/erfc. |
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#include <boost/math/distributions/complement.hpp> |
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#include <boost/math/distributions/detail/common_error_handling.hpp> |
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#include <utility> |
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namespace boost{ namespace math{ |
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template <class RealType = double, class Policy = policies::policy<> > |
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class normal_distribution |
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{ |
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public: |
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typedef RealType value_type; |
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typedef Policy policy_type; |
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normal_distribution(RealType mean = 0, RealType sd = 1) |
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: m_mean(mean), m_sd(sd) |
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{ // Default is a 'standard' normal distribution N01. |
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static const char* function = "boost::math::normal_distribution<%1%>::normal_distribution"; |
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RealType result; |
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detail::check_scale(function, sd, &result, Policy()); |
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detail::check_location(function, mean, &result, Policy()); |
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} |
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RealType mean()const |
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{ // alias for location. |
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return m_mean; |
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} |
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RealType standard_deviation()const |
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{ // alias for scale. |
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return m_sd; |
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} |
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// Synonyms, provided to allow generic use of find_location and find_scale. |
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RealType location()const |
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{ // location. |
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return m_mean; |
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} |
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RealType scale()const |
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{ // scale. |
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return m_sd; |
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} |
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private: |
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// |
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// Data members: |
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// |
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RealType m_mean; // distribution mean or location. |
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RealType m_sd; // distribution standard deviation or scale. |
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}; // class normal_distribution |
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typedef normal_distribution<double> normal; |
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template <class RealType, class Policy> |
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inline const std::pair<RealType, RealType> range(const normal_distribution<RealType, Policy>& /*dist*/) |
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{ // Range of permissible values for random variable x. |
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using boost::math::tools::max_value; |
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return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>()); // - to + max value. |
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} |
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template <class RealType, class Policy> |
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inline const std::pair<RealType, RealType> support(const normal_distribution<RealType, Policy>& /*dist*/) |
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{ // Range of supported values for random variable x. |
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// This is range where cdf rises from 0 to 1, and outside it, the pdf is zero. |
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using boost::math::tools::max_value; |
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return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>()); // - to + max value. |
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} |
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template <class RealType, class Policy> |
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inline RealType pdf(const normal_distribution<RealType, Policy>& dist, const RealType& x) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType sd = dist.standard_deviation(); |
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RealType mean = dist.mean(); |
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static const char* function = "boost::math::pdf(const normal_distribution<%1%>&, %1%)"; |
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if((boost::math::isinf)(x)) |
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{ |
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return 0; // pdf + and - infinity is zero. |
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} |
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// Below produces MSVC 4127 warnings, so the above used instead. |
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//if(std::numeric_limits<RealType>::has_infinity && abs(x) == std::numeric_limits<RealType>::infinity()) |
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//{ // pdf + and - infinity is zero. |
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// return 0; |
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//} |
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RealType result = 0; |
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if(false == detail::check_scale(function, sd, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_location(function, mean, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_x(function, x, &result, Policy())) |
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{ |
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return result; |
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} |
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RealType exponent = x - mean; |
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exponent *= -exponent; |
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exponent /= 2 * sd * sd; |
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result = exp(exponent); |
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result /= sd * sqrt(2 * constants::pi<RealType>()); |
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return result; |
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} // pdf |
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template <class RealType, class Policy> |
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inline RealType cdf(const normal_distribution<RealType, Policy>& dist, const RealType& x) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType sd = dist.standard_deviation(); |
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RealType mean = dist.mean(); |
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static const char* function = "boost::math::cdf(const normal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(false == detail::check_scale(function, sd, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_location(function, mean, &result, Policy())) |
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{ |
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return result; |
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} |
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if((boost::math::isinf)(x)) |
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{ |
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if(x < 0) return 0; // -infinity |
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return 1; // + infinity |
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} |
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// These produce MSVC 4127 warnings, so the above used instead. |
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//if(std::numeric_limits<RealType>::has_infinity && x == std::numeric_limits<RealType>::infinity()) |
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//{ // cdf +infinity is unity. |
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// return 1; |
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//} |
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//if(std::numeric_limits<RealType>::has_infinity && x == -std::numeric_limits<RealType>::infinity()) |
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//{ // cdf -infinity is zero. |
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// return 0; |
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//} |
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if(false == detail::check_x(function, x, &result, Policy())) |
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{ |
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return result; |
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} |
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RealType diff = (x - mean) / (sd * constants::root_two<RealType>()); |
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result = boost::math::erfc(-diff, Policy()) / 2; |
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return result; |
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} // cdf |
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template <class RealType, class Policy> |
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inline RealType quantile(const normal_distribution<RealType, Policy>& dist, const RealType& p) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType sd = dist.standard_deviation(); |
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RealType mean = dist.mean(); |
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static const char* function = "boost::math::quantile(const normal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(false == detail::check_scale(function, sd, &result, Policy())) |
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return result; |
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if(false == detail::check_location(function, mean, &result, Policy())) |
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return result; |
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if(false == detail::check_probability(function, p, &result, Policy())) |
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return result; |
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result= boost::math::erfc_inv(2 * p, Policy()); |
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result = -result; |
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result *= sd * constants::root_two<RealType>(); |
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result += mean; |
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return result; |
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} // quantile |
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template <class RealType, class Policy> |
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inline RealType cdf(const complemented2_type<normal_distribution<RealType, Policy>, RealType>& c) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType sd = c.dist.standard_deviation(); |
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RealType mean = c.dist.mean(); |
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RealType x = c.param; |
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static const char* function = "boost::math::cdf(const complement(normal_distribution<%1%>&), %1%)"; |
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if((boost::math::isinf)(x)) |
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{ |
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if(x < 0) return 1; // cdf complement -infinity is unity. |
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return 0; // cdf complement +infinity is zero |
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} |
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// These produce MSVC 4127 warnings, so the above used instead. |
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//if(std::numeric_limits<RealType>::has_infinity && x == std::numeric_limits<RealType>::infinity()) |
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//{ // cdf complement +infinity is zero. |
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// return 0; |
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//} |
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//if(std::numeric_limits<RealType>::has_infinity && x == -std::numeric_limits<RealType>::infinity()) |
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//{ // cdf complement -infinity is unity. |
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// return 1; |
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//} |
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RealType result = 0; |
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if(false == detail::check_scale(function, sd, &result, Policy())) |
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return result; |
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if(false == detail::check_location(function, mean, &result, Policy())) |
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return result; |
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if(false == detail::check_x(function, x, &result, Policy())) |
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return result; |
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RealType diff = (x - mean) / (sd * constants::root_two<RealType>()); |
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result = boost::math::erfc(diff, Policy()) / 2; |
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return result; |
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} // cdf complement |
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template <class RealType, class Policy> |
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inline RealType quantile(const complemented2_type<normal_distribution<RealType, Policy>, RealType>& c) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType sd = c.dist.standard_deviation(); |
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RealType mean = c.dist.mean(); |
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static const char* function = "boost::math::quantile(const complement(normal_distribution<%1%>&), %1%)"; |
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RealType result = 0; |
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if(false == detail::check_scale(function, sd, &result, Policy())) |
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return result; |
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if(false == detail::check_location(function, mean, &result, Policy())) |
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return result; |
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RealType q = c.param; |
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if(false == detail::check_probability(function, q, &result, Policy())) |
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return result; |
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result = boost::math::erfc_inv(2 * q, Policy()); |
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result *= sd * constants::root_two<RealType>(); |
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result += mean; |
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return result; |
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} // quantile |
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template <class RealType, class Policy> |
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inline RealType mean(const normal_distribution<RealType, Policy>& dist) |
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{ |
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return dist.mean(); |
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} |
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template <class RealType, class Policy> |
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inline RealType standard_deviation(const normal_distribution<RealType, Policy>& dist) |
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{ |
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return dist.standard_deviation(); |
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} |
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template <class RealType, class Policy> |
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inline RealType mode(const normal_distribution<RealType, Policy>& dist) |
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{ |
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return dist.mean(); |
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} |
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template <class RealType, class Policy> |
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inline RealType median(const normal_distribution<RealType, Policy>& dist) |
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{ |
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return dist.mean(); |
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} |
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template <class RealType, class Policy> |
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inline RealType skewness(const normal_distribution<RealType, Policy>& /*dist*/) |
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{ |
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return 0; |
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} |
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template <class RealType, class Policy> |
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inline RealType kurtosis(const normal_distribution<RealType, Policy>& /*dist*/) |
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{ |
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return 3; |
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} |
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template <class RealType, class Policy> |
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inline RealType kurtosis_excess(const normal_distribution<RealType, Policy>& /*dist*/) |
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{ |
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return 0; |
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} |
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} // namespace math |
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} // namespace boost |
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// This include must be at the end, *after* the accessors |
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// for this distribution have been defined, in order to |
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// keep compilers that support two-phase lookup happy. |
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#include <boost/math/distributions/detail/derived_accessors.hpp> |
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#endif // BOOST_STATS_NORMAL_HPP |
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