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- // Copyright John Maddock 2006.
- // 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_DERIVED_HPP
- #define BOOST_STATS_DERIVED_HPP
- // This file implements various common properties of distributions
- // that can be implemented in terms of other properties:
- // variance OR standard deviation (see note below),
- // hazard, cumulative hazard (chf), coefficient_of_variation.
- //
- // Note that while both variance and standard_deviation are provided
- // here, each distribution MUST SPECIALIZE AT LEAST ONE OF THESE
- // otherwise these two versions will just call each other over and over
- // until stack space runs out ...
- // Of course there may be more efficient means of implementing these
- // that are specific to a particular distribution, but these generic
- // versions give these properties "for free" with most distributions.
- //
- // In order to make use of this header, it must be included AT THE END
- // of the distribution header, AFTER the distribution and its core
- // property accessors have been defined: this is so that compilers
- // that implement 2-phase lookup and early-type-checking of templates
- // can find the definitions referred to herein.
- //
- #include <cmath>
- #include <boost/math/tools/assert.hpp>
- #ifdef _MSC_VER
- # pragma warning(push)
- # pragma warning(disable: 4723) // potential divide by 0
- // Suppressing spurious warning in coefficient_of_variation
- #endif
- namespace boost{ namespace math{
- template <class Distribution>
- typename Distribution::value_type variance(const Distribution& dist);
- template <class Distribution>
- inline typename Distribution::value_type standard_deviation(const Distribution& dist)
- {
- BOOST_MATH_STD_USING // ADL of sqrt.
- return sqrt(variance(dist));
- }
- template <class Distribution>
- inline typename Distribution::value_type variance(const Distribution& dist)
- {
- typename Distribution::value_type result = standard_deviation(dist);
- return result * result;
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type hazard(const Distribution& dist, const RealType& x)
- { // hazard function
- // http://www.itl.nist.gov/div898/handbook/eda/section3/eda362.htm#HAZ
- typedef typename Distribution::value_type value_type;
- typedef typename Distribution::policy_type policy_type;
- value_type p = cdf(complement(dist, x));
- value_type d = pdf(dist, x);
- if(d > p * tools::max_value<value_type>())
- return policies::raise_overflow_error<value_type>(
- "boost::math::hazard(const Distribution&, %1%)", nullptr, policy_type());
- if(d == 0)
- {
- // This protects against 0/0, but is it the right thing to do?
- return 0;
- }
- return d / p;
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type chf(const Distribution& dist, const RealType& x)
- { // cumulative hazard function.
- // http://www.itl.nist.gov/div898/handbook/eda/section3/eda362.htm#HAZ
- BOOST_MATH_STD_USING
- return -log(cdf(complement(dist, x)));
- }
- template <class Distribution>
- inline typename Distribution::value_type coefficient_of_variation(const Distribution& dist)
- {
- typedef typename Distribution::value_type value_type;
- typedef typename Distribution::policy_type policy_type;
- using std::abs;
- value_type m = mean(dist);
- value_type d = standard_deviation(dist);
- if((abs(m) < 1) && (d > abs(m) * tools::max_value<value_type>()))
- { // Checks too that m is not zero,
- return policies::raise_overflow_error<value_type>("boost::math::coefficient_of_variation(const Distribution&, %1%)", nullptr, policy_type());
- }
- return d / m; // so MSVC warning on zerodivide is spurious, and suppressed.
- }
- //
- // Next follow overloads of some of the standard accessors with mixed
- // argument types. We just use a typecast to forward on to the "real"
- // implementation with all arguments of the same type:
- //
- template <class Distribution, class RealType>
- inline typename Distribution::value_type pdf(const Distribution& dist, const RealType& x)
- {
- typedef typename Distribution::value_type value_type;
- return pdf(dist, static_cast<value_type>(x));
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type logpdf(const Distribution& dist, const RealType& x)
- {
- using std::log;
- typedef typename Distribution::value_type value_type;
- return log(pdf(dist, static_cast<value_type>(x)));
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type cdf(const Distribution& dist, const RealType& x)
- {
- typedef typename Distribution::value_type value_type;
- return cdf(dist, static_cast<value_type>(x));
- }
- template <class Distribution, class Realtype>
- inline typename Distribution::value_type logcdf(const Distribution& dist, const Realtype& x)
- {
- using std::log;
- using value_type = typename Distribution::value_type;
- return log(cdf(dist, static_cast<value_type>(x)));
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type quantile(const Distribution& dist, const RealType& x)
- {
- typedef typename Distribution::value_type value_type;
- return quantile(dist, static_cast<value_type>(x));
- }
- /*
- template <class Distribution, class RealType>
- inline typename Distribution::value_type chf(const Distribution& dist, const RealType& x)
- {
- typedef typename Distribution::value_type value_type;
- return chf(dist, static_cast<value_type>(x));
- }
- */
- template <class Distribution, class RealType>
- inline typename Distribution::value_type cdf(const complemented2_type<Distribution, RealType>& c)
- {
- typedef typename Distribution::value_type value_type;
- return cdf(complement(c.dist, static_cast<value_type>(c.param)));
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type logcdf(const complemented2_type<Distribution, RealType>& c)
- {
- using std::log;
- typedef typename Distribution::value_type value_type;
- return log(cdf(complement(c.dist, static_cast<value_type>(c.param))));
- }
- template <class Distribution, class RealType>
- inline typename Distribution::value_type quantile(const complemented2_type<Distribution, RealType>& c)
- {
- typedef typename Distribution::value_type value_type;
- return quantile(complement(c.dist, static_cast<value_type>(c.param)));
- }
- template <class Dist>
- inline typename Dist::value_type median(const Dist& d)
- { // median - default definition for those distributions for which a
- // simple closed form is not known,
- // and for which a domain_error and/or NaN generating function is NOT defined.
- typedef typename Dist::value_type value_type;
- return quantile(d, static_cast<value_type>(0.5f));
- }
- } // namespace math
- } // namespace boost
- #ifdef _MSC_VER
- # pragma warning(pop)
- #endif
- #endif // BOOST_STATS_DERIVED_HPP
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