330 lines
		
	
	
		
			11 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
		
		
			
		
	
	
			330 lines
		
	
	
		
			11 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
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								//  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 l_mean = 0, RealType sd = 1)
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								      : m_mean(l_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, l_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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								#ifdef BOOST_MSVC
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								#pragma warning(push)
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								#pragma warning(disable:4127)
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								#endif
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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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								  if (std::numeric_limits<RealType>::has_infinity)
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								  { 
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								     return std::pair<RealType, RealType>(-std::numeric_limits<RealType>::infinity(), std::numeric_limits<RealType>::infinity()); // - to + infinity.
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								  }
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								  else
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								  { // Can only use max_value.
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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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								}
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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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								{ // This is range values for random variable x where cdf rises from 0 to 1, and outside it, the pdf is zero.
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								  if (std::numeric_limits<RealType>::has_infinity)
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								  { 
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								     return std::pair<RealType, RealType>(-std::numeric_limits<RealType>::infinity(), std::numeric_limits<RealType>::infinity()); // - to + infinity.
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								  }
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								  else
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								  { // Can only use max_value.
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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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								}
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								#ifdef BOOST_MSVC
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								#pragma warning(pop)
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								#endif
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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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								   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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								     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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								   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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								   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((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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								   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
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   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;
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								} // 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
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 |