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- // Copyright John Maddock 2006, 2007.
- // Copyright Paul A. Bristow 2006, 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_NORMAL_HPP
- #define BOOST_STATS_NORMAL_HPP
- // http://en.wikipedia.org/wiki/Normal_distribution
- // http://www.itl.nist.gov/div898/handbook/eda/section3/eda3661.htm
- // Also:
- // Weisstein, Eric W. "Normal Distribution."
- // From MathWorld--A Wolfram Web Resource.
- // http://mathworld.wolfram.com/NormalDistribution.html
- #include <boost/math/distributions/fwd.hpp>
- #include <boost/math/special_functions/erf.hpp> // for erf/erfc.
- #include <boost/math/distributions/complement.hpp>
- #include <boost/math/distributions/detail/common_error_handling.hpp>
- #include <utility>
- namespace boost{ namespace math{
- template <class RealType = double, class Policy = policies::policy<> >
- class normal_distribution
- {
- public:
- typedef RealType value_type;
- typedef Policy policy_type;
- normal_distribution(RealType l_mean = 0, RealType sd = 1)
- : m_mean(l_mean), m_sd(sd)
- { // Default is a 'standard' normal distribution N01.
- static const char* function = "boost::math::normal_distribution<%1%>::normal_distribution";
- RealType result;
- detail::check_scale(function, sd, &result, Policy());
- detail::check_location(function, l_mean, &result, Policy());
- }
- RealType mean()const
- { // alias for location.
- return m_mean;
- }
- RealType standard_deviation()const
- { // alias for scale.
- return m_sd;
- }
- // Synonyms, provided to allow generic use of find_location and find_scale.
- RealType location()const
- { // location.
- return m_mean;
- }
- RealType scale()const
- { // scale.
- return m_sd;
- }
- private:
- //
- // Data members:
- //
- RealType m_mean; // distribution mean or location.
- RealType m_sd; // distribution standard deviation or scale.
- }; // class normal_distribution
- typedef normal_distribution<double> normal;
- #ifdef BOOST_MSVC
- #pragma warning(push)
- #pragma warning(disable:4127)
- #endif
- template <class RealType, class Policy>
- inline const std::pair<RealType, RealType> range(const normal_distribution<RealType, Policy>& /*dist*/)
- { // Range of permissible values for random variable x.
- if (std::numeric_limits<RealType>::has_infinity)
- {
- return std::pair<RealType, RealType>(-std::numeric_limits<RealType>::infinity(), std::numeric_limits<RealType>::infinity()); // - to + infinity.
- }
- else
- { // Can only use max_value.
- using boost::math::tools::max_value;
- return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>()); // - to + max value.
- }
- }
- template <class RealType, class Policy>
- inline const std::pair<RealType, RealType> support(const normal_distribution<RealType, Policy>& /*dist*/)
- { // This is range values for random variable x where cdf rises from 0 to 1, and outside it, the pdf is zero.
- if (std::numeric_limits<RealType>::has_infinity)
- {
- return std::pair<RealType, RealType>(-std::numeric_limits<RealType>::infinity(), std::numeric_limits<RealType>::infinity()); // - to + infinity.
- }
- else
- { // Can only use max_value.
- using boost::math::tools::max_value;
- return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>()); // - to + max value.
- }
- }
- #ifdef BOOST_MSVC
- #pragma warning(pop)
- #endif
- template <class RealType, class Policy>
- inline RealType pdf(const normal_distribution<RealType, Policy>& dist, const RealType& x)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- RealType sd = dist.standard_deviation();
- RealType mean = dist.mean();
- static const char* function = "boost::math::pdf(const normal_distribution<%1%>&, %1%)";
- RealType result = 0;
- if(false == detail::check_scale(function, sd, &result, Policy()))
- {
- return result;
- }
- if(false == detail::check_location(function, mean, &result, Policy()))
- {
- return result;
- }
- if((boost::math::isinf)(x))
- {
- return 0; // pdf + and - infinity is zero.
- }
- // Below produces MSVC 4127 warnings, so the above used instead.
- //if(std::numeric_limits<RealType>::has_infinity && abs(x) == std::numeric_limits<RealType>::infinity())
- //{ // pdf + and - infinity is zero.
- // return 0;
- //}
- if(false == detail::check_x(function, x, &result, Policy()))
- {
- return result;
- }
- RealType exponent = x - mean;
- exponent *= -exponent;
- exponent /= 2 * sd * sd;
- result = exp(exponent);
- result /= sd * sqrt(2 * constants::pi<RealType>());
- return result;
- } // pdf
- template <class RealType, class Policy>
- inline RealType cdf(const normal_distribution<RealType, Policy>& dist, const RealType& x)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- RealType sd = dist.standard_deviation();
- RealType mean = dist.mean();
- static const char* function = "boost::math::cdf(const normal_distribution<%1%>&, %1%)";
- RealType result = 0;
- if(false == detail::check_scale(function, sd, &result, Policy()))
- {
- return result;
- }
- if(false == detail::check_location(function, mean, &result, Policy()))
- {
- return result;
- }
- if((boost::math::isinf)(x))
- {
- if(x < 0) return 0; // -infinity
- return 1; // + infinity
- }
- // These produce MSVC 4127 warnings, so the above used instead.
- //if(std::numeric_limits<RealType>::has_infinity && x == std::numeric_limits<RealType>::infinity())
- //{ // cdf +infinity is unity.
- // return 1;
- //}
- //if(std::numeric_limits<RealType>::has_infinity && x == -std::numeric_limits<RealType>::infinity())
- //{ // cdf -infinity is zero.
- // return 0;
- //}
- if(false == detail::check_x(function, x, &result, Policy()))
- {
- return result;
- }
- RealType diff = (x - mean) / (sd * constants::root_two<RealType>());
- result = boost::math::erfc(-diff, Policy()) / 2;
- return result;
- } // cdf
- template <class RealType, class Policy>
- inline RealType quantile(const normal_distribution<RealType, Policy>& dist, const RealType& p)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- RealType sd = dist.standard_deviation();
- RealType mean = dist.mean();
- static const char* function = "boost::math::quantile(const normal_distribution<%1%>&, %1%)";
- RealType result = 0;
- if(false == detail::check_scale(function, sd, &result, Policy()))
- return result;
- if(false == detail::check_location(function, mean, &result, Policy()))
- return result;
- if(false == detail::check_probability(function, p, &result, Policy()))
- return result;
- result= boost::math::erfc_inv(2 * p, Policy());
- result = -result;
- result *= sd * constants::root_two<RealType>();
- result += mean;
- return result;
- } // quantile
- template <class RealType, class Policy>
- inline RealType cdf(const complemented2_type<normal_distribution<RealType, Policy>, RealType>& c)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- RealType sd = c.dist.standard_deviation();
- RealType mean = c.dist.mean();
- RealType x = c.param;
- static const char* function = "boost::math::cdf(const complement(normal_distribution<%1%>&), %1%)";
- RealType result = 0;
- if(false == detail::check_scale(function, sd, &result, Policy()))
- return result;
- if(false == detail::check_location(function, mean, &result, Policy()))
- return result;
- if((boost::math::isinf)(x))
- {
- if(x < 0) return 1; // cdf complement -infinity is unity.
- return 0; // cdf complement +infinity is zero
- }
- // These produce MSVC 4127 warnings, so the above used instead.
- //if(std::numeric_limits<RealType>::has_infinity && x == std::numeric_limits<RealType>::infinity())
- //{ // cdf complement +infinity is zero.
- // return 0;
- //}
- //if(std::numeric_limits<RealType>::has_infinity && x == -std::numeric_limits<RealType>::infinity())
- //{ // cdf complement -infinity is unity.
- // return 1;
- //}
- if(false == detail::check_x(function, x, &result, Policy()))
- return result;
- RealType diff = (x - mean) / (sd * constants::root_two<RealType>());
- result = boost::math::erfc(diff, Policy()) / 2;
- return result;
- } // cdf complement
- template <class RealType, class Policy>
- inline RealType quantile(const complemented2_type<normal_distribution<RealType, Policy>, RealType>& c)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- RealType sd = c.dist.standard_deviation();
- RealType mean = c.dist.mean();
- static const char* function = "boost::math::quantile(const complement(normal_distribution<%1%>&), %1%)";
- RealType result = 0;
- if(false == detail::check_scale(function, sd, &result, Policy()))
- return result;
- if(false == detail::check_location(function, mean, &result, Policy()))
- return result;
- RealType q = c.param;
- if(false == detail::check_probability(function, q, &result, Policy()))
- return result;
- result = boost::math::erfc_inv(2 * q, Policy());
- result *= sd * constants::root_two<RealType>();
- result += mean;
- return result;
- } // quantile
- template <class RealType, class Policy>
- inline RealType mean(const normal_distribution<RealType, Policy>& dist)
- {
- return dist.mean();
- }
- template <class RealType, class Policy>
- inline RealType standard_deviation(const normal_distribution<RealType, Policy>& dist)
- {
- return dist.standard_deviation();
- }
- template <class RealType, class Policy>
- inline RealType mode(const normal_distribution<RealType, Policy>& dist)
- {
- return dist.mean();
- }
- template <class RealType, class Policy>
- inline RealType median(const normal_distribution<RealType, Policy>& dist)
- {
- return dist.mean();
- }
- template <class RealType, class Policy>
- inline RealType skewness(const normal_distribution<RealType, Policy>& /*dist*/)
- {
- return 0;
- }
- template <class RealType, class Policy>
- inline RealType kurtosis(const normal_distribution<RealType, Policy>& /*dist*/)
- {
- return 3;
- }
- template <class RealType, class Policy>
- inline RealType kurtosis_excess(const normal_distribution<RealType, Policy>& /*dist*/)
- {
- return 0;
- }
- template <class RealType, class Policy>
- inline RealType entropy(const normal_distribution<RealType, Policy> & dist)
- {
- using std::log;
- RealType arg = constants::two_pi<RealType>()*constants::e<RealType>()*dist.standard_deviation()*dist.standard_deviation();
- return log(arg)/2;
- }
- } // 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 <boost/math/distributions/detail/derived_accessors.hpp>
- #endif // BOOST_STATS_NORMAL_HPP
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