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310 lines
9.3 KiB
310 lines
9.3 KiB
// Copyright John Maddock 2006. |
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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_LOGNORMAL_HPP |
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#define BOOST_STATS_LOGNORMAL_HPP |
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// http://www.itl.nist.gov/div898/handbook/eda/section3/eda3669.htm |
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// http://mathworld.wolfram.com/LogNormalDistribution.html |
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// http://en.wikipedia.org/wiki/Lognormal_distribution |
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#include <boost/math/distributions/fwd.hpp> |
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#include <boost/math/distributions/normal.hpp> |
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#include <boost/math/special_functions/expm1.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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{ |
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namespace detail |
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{ |
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template <class RealType, class Policy> |
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inline bool check_lognormal_x( |
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const char* function, |
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RealType const& x, |
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RealType* result, const Policy& pol) |
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{ |
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if((x < 0) || !(boost::math::isfinite)(x)) |
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{ |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"Random variate is %1% but must be >= 0 !", x, pol); |
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return false; |
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} |
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return true; |
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} |
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} // namespace detail |
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template <class RealType = double, class Policy = policies::policy<> > |
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class lognormal_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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lognormal_distribution(RealType location = 0, RealType scale = 1) |
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: m_location(location), m_scale(scale) |
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{ |
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RealType result; |
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detail::check_scale("boost::math::lognormal_distribution<%1%>::lognormal_distribution", scale, &result, Policy()); |
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} |
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RealType location()const |
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{ |
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return m_location; |
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} |
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RealType scale()const |
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{ |
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return m_scale; |
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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_location; // distribution location. |
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RealType m_scale; // distribution scale. |
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}; |
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typedef lognormal_distribution<double> lognormal; |
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template <class RealType, class Policy> |
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inline const std::pair<RealType, RealType> range(const lognormal_distribution<RealType, Policy>& /*dist*/) |
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{ // Range of permissible values for random variable x is >0 to +infinity. |
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using boost::math::tools::max_value; |
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return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>()); |
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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 lognormal_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>(static_cast<RealType>(0), max_value<RealType>()); |
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} |
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template <class RealType, class Policy> |
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RealType pdf(const lognormal_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 mu = dist.location(); |
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RealType sigma = dist.scale(); |
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static const char* function = "boost::math::pdf(const lognormal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(0 == detail::check_scale(function, sigma, &result, Policy())) |
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return result; |
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if(0 == detail::check_lognormal_x(function, x, &result, Policy())) |
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return result; |
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if(x == 0) |
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return 0; |
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RealType exponent = log(x) - mu; |
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exponent *= -exponent; |
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exponent /= 2 * sigma * sigma; |
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result = exp(exponent); |
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result /= sigma * sqrt(2 * constants::pi<RealType>()) * x; |
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return result; |
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} |
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template <class RealType, class Policy> |
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inline RealType cdf(const lognormal_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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static const char* function = "boost::math::cdf(const lognormal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(0 == detail::check_lognormal_x(function, x, &result, Policy())) |
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return result; |
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if(x == 0) |
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return 0; |
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normal_distribution<RealType, Policy> norm(dist.location(), dist.scale()); |
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return cdf(norm, log(x)); |
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} |
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template <class RealType, class Policy> |
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inline RealType quantile(const lognormal_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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static const char* function = "boost::math::quantile(const lognormal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(0 == detail::check_probability(function, p, &result, Policy())) |
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return result; |
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if(p == 0) |
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return 0; |
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if(p == 1) |
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return policies::raise_overflow_error<RealType>(function, 0, Policy()); |
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normal_distribution<RealType, Policy> norm(dist.location(), dist.scale()); |
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return exp(quantile(norm, p)); |
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} |
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template <class RealType, class Policy> |
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inline RealType cdf(const complemented2_type<lognormal_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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static const char* function = "boost::math::cdf(const lognormal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(0 == detail::check_lognormal_x(function, c.param, &result, Policy())) |
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return result; |
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if(c.param == 0) |
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return 1; |
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normal_distribution<RealType, Policy> norm(c.dist.location(), c.dist.scale()); |
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return cdf(complement(norm, log(c.param))); |
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} |
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template <class RealType, class Policy> |
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inline RealType quantile(const complemented2_type<lognormal_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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static const char* function = "boost::math::quantile(const lognormal_distribution<%1%>&, %1%)"; |
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RealType result = 0; |
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if(0 == detail::check_probability(function, c.param, &result, Policy())) |
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return result; |
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if(c.param == 1) |
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return 0; |
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if(c.param == 0) |
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return policies::raise_overflow_error<RealType>(function, 0, Policy()); |
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normal_distribution<RealType, Policy> norm(c.dist.location(), c.dist.scale()); |
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return exp(quantile(complement(norm, c.param))); |
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} |
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template <class RealType, class Policy> |
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inline RealType mean(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType mu = dist.location(); |
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RealType sigma = dist.scale(); |
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RealType result = 0; |
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if(0 == detail::check_scale("boost::math::mean(const lognormal_distribution<%1%>&)", sigma, &result, Policy())) |
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return result; |
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return exp(mu + sigma * sigma / 2); |
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} |
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template <class RealType, class Policy> |
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inline RealType variance(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType mu = dist.location(); |
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RealType sigma = dist.scale(); |
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RealType result = 0; |
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if(0 == detail::check_scale("boost::math::variance(const lognormal_distribution<%1%>&)", sigma, &result, Policy())) |
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return result; |
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return boost::math::expm1(sigma * sigma, Policy()) * exp(2 * mu + sigma * sigma); |
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} |
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template <class RealType, class Policy> |
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inline RealType mode(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType mu = dist.location(); |
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RealType sigma = dist.scale(); |
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RealType result = 0; |
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if(0 == detail::check_scale("boost::math::mode(const lognormal_distribution<%1%>&)", sigma, &result, Policy())) |
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return result; |
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return exp(mu - sigma * sigma); |
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} |
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template <class RealType, class Policy> |
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inline RealType median(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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RealType mu = dist.location(); |
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return exp(mu); // e^mu |
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} |
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template <class RealType, class Policy> |
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inline RealType skewness(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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//RealType mu = dist.location(); |
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RealType sigma = dist.scale(); |
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RealType ss = sigma * sigma; |
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RealType ess = exp(ss); |
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RealType result = 0; |
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if(0 == detail::check_scale("boost::math::skewness(const lognormal_distribution<%1%>&)", sigma, &result, Policy())) |
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return result; |
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return (ess + 2) * sqrt(boost::math::expm1(ss, Policy())); |
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} |
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template <class RealType, class Policy> |
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inline RealType kurtosis(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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//RealType mu = dist.location(); |
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RealType sigma = dist.scale(); |
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RealType ss = sigma * sigma; |
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RealType result = 0; |
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if(0 == detail::check_scale("boost::math::kurtosis(const lognormal_distribution<%1%>&)", sigma, &result, Policy())) |
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return result; |
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return exp(4 * ss) + 2 * exp(3 * ss) + 3 * exp(2 * ss) - 3; |
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} |
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template <class RealType, class Policy> |
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inline RealType kurtosis_excess(const lognormal_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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// RealType mu = dist.location(); |
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RealType sigma = dist.scale(); |
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RealType ss = sigma * sigma; |
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RealType result = 0; |
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if(0 == detail::check_scale("boost::math::kurtosis_excess(const lognormal_distribution<%1%>&)", sigma, &result, Policy())) |
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return result; |
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return exp(4 * ss) + 2 * exp(3 * ss) + 3 * exp(2 * ss) - 6; |
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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_STUDENTS_T_HPP |
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