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- // 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/special_functions/log1p.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 _MSC_VER
- # 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
- // ----------------------------------
- using value_type = RealType;
- using policy_type = Policy;
- // ----------------------------------
- // Constructor(s)
- // ----------------------------------
- explicit 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.
- using laplace = laplace_distribution<double>;
- #ifdef __cpp_deduction_guides
- template <class RealType>
- laplace_distribution(RealType)->laplace_distribution<typename boost::math::tools::promote_args<RealType>::type>;
- template <class RealType>
- laplace_distribution(RealType,RealType)->laplace_distribution<typename boost::math::tools::promote_args<RealType>::type>;
- #endif
- //
- // Non-member functions.
- template <class RealType, class Policy>
- inline 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 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 logpdf(const laplace_distribution<RealType, Policy>& dist, const RealType& x)
- {
- BOOST_MATH_STD_USING // for ADL of std functions
- // Checking function argument
- RealType result = -std::numeric_limits<RealType>::infinity();
- const char* function = "boost::math::logpdf(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 result; // pdf + and - infinity is zero so logpdf is -INF
- }
- if (false == detail::check_x(function, x, &result, Policy()))
- {
- return result;
- }
- const RealType mu = dist.scale();
- const RealType b = dist.location();
- // if b is 0 avoid divde by 0 error
- if(abs(b) < std::numeric_limits<RealType>::epsilon())
- {
- result = log(pdf(dist, x));
- }
- else
- {
- // General case
- const RealType log2 = boost::math::constants::ln_two<RealType>();
- result = -abs(x-mu)/b - log(b) - log2;
- }
- return result;
- } // logpdf
- 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 logcdf(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::logcdf(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 = ((x - location) / scale) - boost::math::constants::ln_two<RealType>();
- }
- else
- {
- result = log1p(-exp((location - x) / scale) / 2);
- }
- return result;
- } // logcdf
- 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; // -inf
- }
-
- if(p == 1)
- {
- result = policies::raise_overflow_error<RealType>(function,
- "probability parameter is 1, but must be < 1!", Policy());
- return result; // inf
- }
- // 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 == 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 logcdf(const complemented2_type<laplace_distribution<RealType, Policy>, RealType>& c)
- {
- // Calculate complement of logcdf.
- 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::logcdf(const complemented2_type<laplace_distribution<%1%>, %1%>&)";
- // Check scale and location.
- 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 = (-x+location)/scale - boost::math::constants::ln_two<RealType>();
- }
- else
- {
- result = log1p(-exp( (-location+x)/scale )/2, Policy());
- }
- 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;
- }
- template <class RealType, class Policy>
- inline RealType entropy(const laplace_distribution<RealType, Policy> & dist)
- {
- using std::log;
- return log(2*dist.scale()*constants::e<RealType>());
- }
- #ifdef _MSC_VER
- # 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
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