351 lines
		
	
	
		
			10 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
		
		
			
		
	
	
			351 lines
		
	
	
		
			10 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
| 
								 | 
							
								//  Copyright Thijs van den Berg, 2008.
							 | 
						||
| 
								 | 
							
								//  Copyright John Maddock 2008.
							 | 
						||
| 
								 | 
							
								//  Copyright Paul A. Bristow 2008, 2014.
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								//  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)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								// This module implements the Laplace distribution.
							 | 
						||
| 
								 | 
							
								// Weisstein, Eric W. "Laplace Distribution." From MathWorld--A Wolfram Web Resource.
							 | 
						||
| 
								 | 
							
								// http://mathworld.wolfram.com/LaplaceDistribution.html
							 | 
						||
| 
								 | 
							
								// http://en.wikipedia.org/wiki/Laplace_distribution
							 | 
						||
| 
								 | 
							
								//
							 | 
						||
| 
								 | 
							
								// Abramowitz and Stegun 1972, p 930
							 | 
						||
| 
								 | 
							
								// http://www.math.sfu.ca/~cbm/aands/page_930.htm
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#ifndef BOOST_STATS_LAPLACE_HPP
							 | 
						||
| 
								 | 
							
								#define BOOST_STATS_LAPLACE_HPP
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#include <boost/math/distributions/detail/common_error_handling.hpp>
							 | 
						||
| 
								 | 
							
								#include <boost/math/distributions/complement.hpp>
							 | 
						||
| 
								 | 
							
								#include <boost/math/constants/constants.hpp>
							 | 
						||
| 
								 | 
							
								#include <limits>
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								namespace boost{ namespace math{
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#ifdef BOOST_MSVC
							 | 
						||
| 
								 | 
							
								#  pragma warning(push)
							 | 
						||
| 
								 | 
							
								#  pragma warning(disable:4127) // conditional expression is constant
							 | 
						||
| 
								 | 
							
								#endif
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType = double, class Policy = policies::policy<> >
							 | 
						||
| 
								 | 
							
								class laplace_distribution
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								public:
							 | 
						||
| 
								 | 
							
								   // ----------------------------------
							 | 
						||
| 
								 | 
							
								   // public Types
							 | 
						||
| 
								 | 
							
								   // ----------------------------------
							 | 
						||
| 
								 | 
							
								   typedef RealType value_type;
							 | 
						||
| 
								 | 
							
								   typedef Policy policy_type;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // ----------------------------------
							 | 
						||
| 
								 | 
							
								   // Constructor(s)
							 | 
						||
| 
								 | 
							
								   // ----------------------------------
							 | 
						||
| 
								 | 
							
								   laplace_distribution(RealType l_location = 0, RealType l_scale = 1)
							 | 
						||
| 
								 | 
							
								      : m_location(l_location), m_scale(l_scale)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      RealType result;
							 | 
						||
| 
								 | 
							
								      check_parameters("boost::math::laplace_distribution<%1%>::laplace_distribution()", &result);
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // ----------------------------------
							 | 
						||
| 
								 | 
							
								   // Public functions
							 | 
						||
| 
								 | 
							
								   // ----------------------------------
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   RealType location() const
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      return m_location;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   RealType scale() const
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      return m_scale;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   bool check_parameters(const char* function, RealType* result) const
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								         if(false == detail::check_scale(function, m_scale, result, Policy())) return false;
							 | 
						||
| 
								 | 
							
								         if(false == detail::check_location(function, m_location, result, Policy())) return false;
							 | 
						||
| 
								 | 
							
								         return true;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								private:
							 | 
						||
| 
								 | 
							
								   RealType m_location;
							 | 
						||
| 
								 | 
							
								   RealType m_scale;
							 | 
						||
| 
								 | 
							
								}; // class laplace_distribution
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								//
							 | 
						||
| 
								 | 
							
								// Convenient type synonym for double.
							 | 
						||
| 
								 | 
							
								typedef laplace_distribution<double> laplace;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								//
							 | 
						||
| 
								 | 
							
								// Non-member functions.
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline const std::pair<RealType, RealType> range(const laplace_distribution<RealType, Policy>&)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   if (std::numeric_limits<RealType>::has_infinity)
							 | 
						||
| 
								 | 
							
								  {  // Can use 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 laplace_distribution<RealType, Policy>&)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								  if (std::numeric_limits<RealType>::has_infinity)
							 | 
						||
| 
								 | 
							
								  { // Can Use 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 RealType pdf(const laplace_distribution<RealType, Policy>& dist, const RealType& x)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   BOOST_MATH_STD_USING // for ADL of std functions
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Checking function argument
							 | 
						||
| 
								 | 
							
								   RealType result = 0;
							 | 
						||
| 
								 | 
							
								   const char* function = "boost::math::pdf(const laplace_distribution<%1%>&, %1%))";
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Check scale and location.
							 | 
						||
| 
								 | 
							
								   if (false == dist.check_parameters(function, &result)) return result;
							 | 
						||
| 
								 | 
							
								   // Special pdf values.
							 | 
						||
| 
								 | 
							
								   if((boost::math::isinf)(x))
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      return 0; // pdf + and - infinity is zero.
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   if (false == detail::check_x(function, x, &result, Policy())) return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // General case
							 | 
						||
| 
								 | 
							
								   RealType scale( dist.scale() );
							 | 
						||
| 
								 | 
							
								   RealType location( dist.location() );
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   RealType exponent = x - location;
							 | 
						||
| 
								 | 
							
								   if (exponent>0) exponent = -exponent;
							 | 
						||
| 
								 | 
							
								   exponent /= scale;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   result = exp(exponent);
							 | 
						||
| 
								 | 
							
								   result /= 2 * scale;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   return result;
							 | 
						||
| 
								 | 
							
								} // pdf
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType cdf(const laplace_distribution<RealType, Policy>& dist, const RealType& x)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   BOOST_MATH_STD_USING  // For ADL of std functions.
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   RealType result = 0;
							 | 
						||
| 
								 | 
							
								   // Checking function argument.
							 | 
						||
| 
								 | 
							
								   const char* function = "boost::math::cdf(const laplace_distribution<%1%>&, %1%)";
							 | 
						||
| 
								 | 
							
								   // Check scale and location.
							 | 
						||
| 
								 | 
							
								   if (false == dist.check_parameters(function, &result)) return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Special cdf values:
							 | 
						||
| 
								 | 
							
								   if((boost::math::isinf)(x))
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								     if(x < 0) return 0; // -infinity.
							 | 
						||
| 
								 | 
							
								     return 1; // + infinity.
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   if (false == detail::check_x(function, x, &result, Policy())) return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // General cdf  values
							 | 
						||
| 
								 | 
							
								   RealType scale( dist.scale() );
							 | 
						||
| 
								 | 
							
								   RealType location( dist.location() );
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   if (x < location)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      result = exp( (x-location)/scale )/2;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   else
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      result = 1 - exp( (location-x)/scale )/2;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   return result;
							 | 
						||
| 
								 | 
							
								} // cdf
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType quantile(const laplace_distribution<RealType, Policy>& dist, const RealType& p)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   BOOST_MATH_STD_USING // for ADL of std functions.
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Checking function argument
							 | 
						||
| 
								 | 
							
								   RealType result = 0;
							 | 
						||
| 
								 | 
							
								   const char* function = "boost::math::quantile(const laplace_distribution<%1%>&, %1%)";
							 | 
						||
| 
								 | 
							
								   if (false == dist.check_parameters(function, &result)) return result;
							 | 
						||
| 
								 | 
							
								   if(false == detail::check_probability(function, p, &result, Policy())) return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Extreme values of p:
							 | 
						||
| 
								 | 
							
								   if(p == 0)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      result = policies::raise_overflow_error<RealType>(function,
							 | 
						||
| 
								 | 
							
								        "probability parameter is 0, but must be > 0!", Policy());
							 | 
						||
| 
								 | 
							
								      return -result; // -std::numeric_limits<RealType>::infinity();
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								  
							 | 
						||
| 
								 | 
							
								   if(p == 1)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      result = policies::raise_overflow_error<RealType>(function,
							 | 
						||
| 
								 | 
							
								        "probability parameter is 1, but must be < 1!", Policy());
							 | 
						||
| 
								 | 
							
								      return result; // std::numeric_limits<RealType>::infinity();
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   // Calculate Quantile
							 | 
						||
| 
								 | 
							
								   RealType scale( dist.scale() );
							 | 
						||
| 
								 | 
							
								   RealType location( dist.location() );
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   if (p - 0.5 < 0.0)
							 | 
						||
| 
								 | 
							
								      result = location + scale*log( static_cast<RealType>(p*2) );
							 | 
						||
| 
								 | 
							
								   else
							 | 
						||
| 
								 | 
							
								      result = location - scale*log( static_cast<RealType>(-p*2 + 2) );
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   return result;
							 | 
						||
| 
								 | 
							
								} // quantile
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType cdf(const complemented2_type<laplace_distribution<RealType, Policy>, RealType>& c)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   // Calculate complement of cdf.
							 | 
						||
| 
								 | 
							
								   BOOST_MATH_STD_USING // for ADL of std functions
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   RealType scale = c.dist.scale();
							 | 
						||
| 
								 | 
							
								   RealType location = c.dist.location();
							 | 
						||
| 
								 | 
							
								   RealType x = c.param;
							 | 
						||
| 
								 | 
							
								   RealType result = 0;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Checking function argument.
							 | 
						||
| 
								 | 
							
								   const char* function = "boost::math::cdf(const complemented2_type<laplace_distribution<%1%>, %1%>&)";
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Check scale and location.
							 | 
						||
| 
								 | 
							
								   //if(false == detail::check_scale(function, scale, result, Policy())) return false;
							 | 
						||
| 
								 | 
							
								   //if(false == detail::check_location(function, location, result, Policy())) return false;
							 | 
						||
| 
								 | 
							
								    if (false == c.dist.check_parameters(function, &result)) return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Special cdf values.
							 | 
						||
| 
								 | 
							
								   if((boost::math::isinf)(x))
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								     if(x < 0) return 1; // cdf complement -infinity is unity.
							 | 
						||
| 
								 | 
							
								     return 0; // cdf complement +infinity is zero.
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   if(false == detail::check_x(function, x, &result, Policy()))return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Cdf interval value.
							 | 
						||
| 
								 | 
							
								   if (-x < -location)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      result = exp( (-x+location)/scale )/2;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   else
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								      result = 1 - exp( (-location+x)/scale )/2;
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   return result;
							 | 
						||
| 
								 | 
							
								} // cdf complement
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType quantile(const complemented2_type<laplace_distribution<RealType, Policy>, RealType>& c)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   BOOST_MATH_STD_USING // for ADL of std functions.
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Calculate quantile.
							 | 
						||
| 
								 | 
							
								   RealType scale = c.dist.scale();
							 | 
						||
| 
								 | 
							
								   RealType location = c.dist.location();
							 | 
						||
| 
								 | 
							
								   RealType q = c.param;
							 | 
						||
| 
								 | 
							
								   RealType result = 0;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   // Checking function argument.
							 | 
						||
| 
								 | 
							
								   const char* function = "quantile(const complemented2_type<laplace_distribution<%1%>, %1%>&)";
							 | 
						||
| 
								 | 
							
								   if (false == c.dist.check_parameters(function, &result)) return result;
							 | 
						||
| 
								 | 
							
								   
							 | 
						||
| 
								 | 
							
								   // Extreme values.
							 | 
						||
| 
								 | 
							
								   if(q == 0)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								       return std::numeric_limits<RealType>::infinity();
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   if(q == 1)
							 | 
						||
| 
								 | 
							
								   {
							 | 
						||
| 
								 | 
							
								       return -std::numeric_limits<RealType>::infinity();
							 | 
						||
| 
								 | 
							
								   }
							 | 
						||
| 
								 | 
							
								   if(false == detail::check_probability(function, q, &result, Policy())) return result;
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   if (0.5 - q < 0.0)
							 | 
						||
| 
								 | 
							
								      result = location + scale*log( static_cast<RealType>(-q*2 + 2) );
							 | 
						||
| 
								 | 
							
								   else
							 | 
						||
| 
								 | 
							
								      result = location - scale*log( static_cast<RealType>(q*2) );
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								   return result;
							 | 
						||
| 
								 | 
							
								} // quantile
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType mean(const laplace_distribution<RealType, Policy>& dist)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return dist.location();
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType standard_deviation(const laplace_distribution<RealType, Policy>& dist)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return constants::root_two<RealType>() * dist.scale();
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType mode(const laplace_distribution<RealType, Policy>& dist)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return dist.location();
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType median(const laplace_distribution<RealType, Policy>& dist)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return dist.location();
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType skewness(const laplace_distribution<RealType, Policy>& /*dist*/)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return 0;
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType kurtosis(const laplace_distribution<RealType, Policy>& /*dist*/)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return 6;
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								template <class RealType, class Policy>
							 | 
						||
| 
								 | 
							
								inline RealType kurtosis_excess(const laplace_distribution<RealType, Policy>& /*dist*/)
							 | 
						||
| 
								 | 
							
								{
							 | 
						||
| 
								 | 
							
								   return 3;
							 | 
						||
| 
								 | 
							
								}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								#ifdef BOOST_MSVC
							 | 
						||
| 
								 | 
							
								#  pragma warning(pop)
							 | 
						||
| 
								 | 
							
								#endif
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								} // 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_LAPLACE_HPP
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 |