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531 lines
18 KiB
531 lines
18 KiB
// 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_TRIANGULAR_HPP |
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#define BOOST_STATS_TRIANGULAR_HPP |
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// http://mathworld.wolfram.com/TriangularDistribution.html |
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// Note that the 'constructors' defined by Wolfram are difference from those here, |
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// for example |
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// N[variance[triangulardistribution{1, +2}, 1.5], 50] computes |
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// 0.041666666666666666666666666666666666666666666666667 |
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// TriangularDistribution{1, +2}, 1.5 is the analog of triangular_distribution(1, 1.5, 2) |
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// http://en.wikipedia.org/wiki/Triangular_distribution |
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#include <boost/math/distributions/fwd.hpp> |
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#include <boost/math/special_functions/expm1.hpp> |
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#include <boost/math/distributions/detail/common_error_handling.hpp> |
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#include <boost/math/distributions/complement.hpp> |
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#include <boost/math/constants/constants.hpp> |
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#include <utility> |
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namespace boost{ namespace math |
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{ |
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namespace detail |
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{ |
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template <class RealType, class Policy> |
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inline bool check_triangular_lower( |
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const char* function, |
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RealType lower, |
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RealType* result, const Policy& pol) |
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{ |
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if((boost::math::isfinite)(lower)) |
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{ // Any finite value is OK. |
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return true; |
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} |
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else |
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{ // Not finite: infinity or NaN. |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"Lower parameter is %1%, but must be finite!", lower, pol); |
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return false; |
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} |
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} // bool check_triangular_lower( |
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template <class RealType, class Policy> |
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inline bool check_triangular_mode( |
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const char* function, |
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RealType mode, |
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RealType* result, const Policy& pol) |
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{ |
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if((boost::math::isfinite)(mode)) |
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{ // any finite value is OK. |
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return true; |
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} |
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else |
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{ // Not finite: infinity or NaN. |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"Mode parameter is %1%, but must be finite!", mode, pol); |
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return false; |
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} |
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} // bool check_triangular_mode( |
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template <class RealType, class Policy> |
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inline bool check_triangular_upper( |
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const char* function, |
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RealType upper, |
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RealType* result, const Policy& pol) |
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{ |
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if((boost::math::isfinite)(upper)) |
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{ // any finite value is OK. |
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return true; |
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} |
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else |
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{ // Not finite: infinity or NaN. |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"Upper parameter is %1%, but must be finite!", upper, pol); |
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return false; |
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} |
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} // bool check_triangular_upper( |
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template <class RealType, class Policy> |
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inline bool check_triangular_x( |
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const char* function, |
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RealType const& x, |
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RealType* result, const Policy& pol) |
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{ |
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if((boost::math::isfinite)(x)) |
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{ // Any finite value is OK |
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return true; |
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} |
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else |
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{ // Not finite: infinity or NaN. |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"x parameter is %1%, but must be finite!", x, pol); |
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return false; |
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} |
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} // bool check_triangular_x |
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template <class RealType, class Policy> |
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inline bool check_triangular( |
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const char* function, |
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RealType lower, |
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RealType mode, |
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RealType upper, |
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RealType* result, const Policy& pol) |
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{ |
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if ((check_triangular_lower(function, lower, result, pol) == false) |
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|| (check_triangular_mode(function, mode, result, pol) == false) |
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|| (check_triangular_upper(function, upper, result, pol) == false)) |
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{ // Some parameter not finite. |
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return false; |
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} |
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else if (lower >= upper) // lower == upper NOT useful. |
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{ // lower >= upper. |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"lower parameter is %1%, but must be less than upper!", lower, pol); |
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return false; |
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} |
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else |
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{ // Check lower <= mode <= upper. |
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if (mode < lower) |
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{ |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"mode parameter is %1%, but must be >= than lower!", lower, pol); |
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return false; |
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} |
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if (mode > upper) |
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{ |
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*result = policies::raise_domain_error<RealType>( |
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function, |
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"mode parameter is %1%, but must be <= than upper!", upper, pol); |
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return false; |
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} |
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return true; // All OK. |
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} |
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} // bool check_triangular |
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} // namespace detail |
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template <class RealType = double, class Policy = policies::policy<> > |
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class triangular_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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triangular_distribution(RealType l_lower = -1, RealType l_mode = 0, RealType l_upper = 1) |
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: m_lower(l_lower), m_mode(l_mode), m_upper(l_upper) // Constructor. |
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{ // Evans says 'standard triangular' is lower 0, mode 1/2, upper 1, |
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// has median sqrt(c/2) for c <=1/2 and 1 - sqrt(1-c)/2 for c >= 1/2 |
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// But this -1, 0, 1 is more useful in most applications to approximate normal distribution, |
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// where the central value is the most likely and deviations either side equally likely. |
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RealType result; |
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detail::check_triangular("boost::math::triangular_distribution<%1%>::triangular_distribution",l_lower, l_mode, l_upper, &result, Policy()); |
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} |
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// Accessor functions. |
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RealType lower()const |
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{ |
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return m_lower; |
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} |
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RealType mode()const |
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{ |
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return m_mode; |
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} |
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RealType upper()const |
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{ |
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return m_upper; |
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} |
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private: |
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// Data members: |
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RealType m_lower; // distribution lower aka a |
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RealType m_mode; // distribution mode aka c |
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RealType m_upper; // distribution upper aka b |
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}; // class triangular_distribution |
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typedef triangular_distribution<double> triangular; |
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template <class RealType, class Policy> |
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inline const std::pair<RealType, RealType> range(const triangular_distribution<RealType, Policy>& /* dist */) |
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{ // Range of permissible values for random variable x. |
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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>()); |
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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 triangular_distribution<RealType, Policy>& dist) |
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{ // Range of supported values for random variable x. |
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// This is range where cdf rises from 0 to 1, and outside it, the pdf is zero. |
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return std::pair<RealType, RealType>(dist.lower(), dist.upper()); |
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} |
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template <class RealType, class Policy> |
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RealType pdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x) |
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{ |
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static const char* function = "boost::math::pdf(const triangular_distribution<%1%>&, %1%)"; |
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RealType lower = dist.lower(); |
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RealType mode = dist.mode(); |
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RealType upper = dist.upper(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_triangular_x(function, x, &result, Policy())) |
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{ |
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return result; |
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} |
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if((x < lower) || (x > upper)) |
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{ |
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return 0; |
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} |
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if (x == lower) |
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{ // (mode - lower) == 0 which would lead to divide by zero! |
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return (mode == lower) ? 2 / (upper - lower) : RealType(0); |
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} |
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else if (x == upper) |
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{ |
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return (mode == upper) ? 2 / (upper - lower) : RealType(0); |
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} |
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else if (x <= mode) |
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{ |
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return 2 * (x - lower) / ((upper - lower) * (mode - lower)); |
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} |
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else |
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{ // (x > mode) |
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return 2 * (upper - x) / ((upper - lower) * (upper - mode)); |
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} |
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} // RealType pdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x) |
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template <class RealType, class Policy> |
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inline RealType cdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x) |
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{ |
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static const char* function = "boost::math::cdf(const triangular_distribution<%1%>&, %1%)"; |
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RealType lower = dist.lower(); |
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RealType mode = dist.mode(); |
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RealType upper = dist.upper(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_triangular_x(function, x, &result, Policy())) |
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{ |
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return result; |
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} |
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if((x <= lower)) |
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{ |
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return 0; |
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} |
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if (x >= upper) |
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{ |
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return 1; |
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} |
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// else lower < x < upper |
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if (x <= mode) |
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{ |
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return ((x - lower) * (x - lower)) / ((upper - lower) * (mode - lower)); |
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} |
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else |
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{ |
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return 1 - (upper - x) * (upper - x) / ((upper - lower) * (upper - mode)); |
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} |
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} // RealType cdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x) |
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template <class RealType, class Policy> |
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RealType quantile(const triangular_distribution<RealType, Policy>& dist, const RealType& p) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions (sqrt). |
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static const char* function = "boost::math::quantile(const triangular_distribution<%1%>&, %1%)"; |
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RealType lower = dist.lower(); |
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RealType mode = dist.mode(); |
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RealType upper = dist.upper(); |
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RealType result = 0; // of checks |
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if(false == detail::check_triangular(function,lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_probability(function, p, &result, Policy())) |
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{ |
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return result; |
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} |
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if(p == 0) |
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{ |
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return lower; |
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} |
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if(p == 1) |
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{ |
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return upper; |
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} |
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RealType p0 = (mode - lower) / (upper - lower); |
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RealType q = 1 - p; |
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if (p < p0) |
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{ |
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result = sqrt((upper - lower) * (mode - lower) * p) + lower; |
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} |
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else if (p == p0) |
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{ |
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result = mode; |
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} |
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else // p > p0 |
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{ |
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result = upper - sqrt((upper - lower) * (upper - mode) * q); |
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} |
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return result; |
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} // RealType quantile(const triangular_distribution<RealType, Policy>& dist, const RealType& q) |
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template <class RealType, class Policy> |
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RealType cdf(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c) |
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{ |
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static const char* function = "boost::math::cdf(const triangular_distribution<%1%>&, %1%)"; |
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RealType lower = c.dist.lower(); |
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RealType mode = c.dist.mode(); |
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RealType upper = c.dist.upper(); |
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RealType x = c.param; |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_triangular_x(function, x, &result, Policy())) |
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{ |
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return result; |
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} |
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if (x <= lower) |
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{ |
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return 1; |
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} |
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if (x >= upper) |
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{ |
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return 0; |
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} |
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if (x <= mode) |
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{ |
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return 1 - ((x - lower) * (x - lower)) / ((upper - lower) * (mode - lower)); |
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} |
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else |
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{ |
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return (upper - x) * (upper - x) / ((upper - lower) * (upper - mode)); |
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} |
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} // RealType cdf(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c) |
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template <class RealType, class Policy> |
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RealType quantile(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c) |
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{ |
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BOOST_MATH_STD_USING // Aid ADL for sqrt. |
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static const char* function = "boost::math::quantile(const triangular_distribution<%1%>&, %1%)"; |
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RealType l = c.dist.lower(); |
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RealType m = c.dist.mode(); |
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RealType u = c.dist.upper(); |
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RealType q = c.param; // probability 0 to 1. |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function, l, m, u, &result, Policy())) |
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{ |
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return result; |
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} |
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if(false == detail::check_probability(function, q, &result, Policy())) |
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{ |
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return result; |
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} |
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if(q == 0) |
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{ |
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return u; |
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} |
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if(q == 1) |
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{ |
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return l; |
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} |
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RealType lower = c.dist.lower(); |
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RealType mode = c.dist.mode(); |
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RealType upper = c.dist.upper(); |
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RealType p = 1 - q; |
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RealType p0 = (mode - lower) / (upper - lower); |
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if(p < p0) |
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{ |
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RealType s = (upper - lower) * (mode - lower); |
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s *= p; |
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result = sqrt((upper - lower) * (mode - lower) * p) + lower; |
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} |
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else if (p == p0) |
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{ |
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result = mode; |
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} |
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else // p > p0 |
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{ |
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result = upper - sqrt((upper - lower) * (upper - mode) * q); |
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} |
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return result; |
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} // RealType quantile(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c) |
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template <class RealType, class Policy> |
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inline RealType mean(const triangular_distribution<RealType, Policy>& dist) |
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{ |
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static const char* function = "boost::math::mean(const triangular_distribution<%1%>&)"; |
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RealType lower = dist.lower(); |
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RealType mode = dist.mode(); |
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RealType upper = dist.upper(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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return (lower + upper + mode) / 3; |
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} // RealType mean(const triangular_distribution<RealType, Policy>& dist) |
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template <class RealType, class Policy> |
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inline RealType variance(const triangular_distribution<RealType, Policy>& dist) |
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{ |
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static const char* function = "boost::math::mean(const triangular_distribution<%1%>&)"; |
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RealType lower = dist.lower(); |
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RealType mode = dist.mode(); |
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RealType upper = dist.upper(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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return (lower * lower + upper * upper + mode * mode - lower * upper - lower * mode - upper * mode) / 18; |
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} // RealType variance(const triangular_distribution<RealType, Policy>& dist) |
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template <class RealType, class Policy> |
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inline RealType mode(const triangular_distribution<RealType, Policy>& dist) |
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{ |
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static const char* function = "boost::math::mode(const triangular_distribution<%1%>&)"; |
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RealType mode = dist.mode(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular_mode(function, mode, &result, Policy())) |
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{ // This should never happen! |
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return result; |
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} |
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return mode; |
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} // RealType mode |
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template <class RealType, class Policy> |
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inline RealType median(const triangular_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // ADL of std functions. |
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static const char* function = "boost::math::median(const triangular_distribution<%1%>&)"; |
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RealType mode = dist.mode(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular_mode(function, mode, &result, Policy())) |
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{ // This should never happen! |
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return result; |
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} |
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RealType lower = dist.lower(); |
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RealType upper = dist.upper(); |
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if (mode >= (upper + lower) / 2) |
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{ |
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return lower + sqrt((upper - lower) * (mode - lower)) / constants::root_two<RealType>(); |
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} |
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else |
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{ |
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return upper - sqrt((upper - lower) * (upper - mode)) / constants::root_two<RealType>(); |
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} |
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} // RealType mode |
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template <class RealType, class Policy> |
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inline RealType skewness(const triangular_distribution<RealType, Policy>& dist) |
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{ |
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BOOST_MATH_STD_USING // for ADL of std functions |
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using namespace boost::math::constants; // for root_two |
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static const char* function = "boost::math::skewness(const triangular_distribution<%1%>&)"; |
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RealType lower = dist.lower(); |
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RealType mode = dist.mode(); |
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RealType upper = dist.upper(); |
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RealType result = 0; // of checks. |
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if(false == boost::math::detail::check_triangular(function,lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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return root_two<RealType>() * (lower + upper - 2 * mode) * (2 * lower - upper - mode) * (lower - 2 * upper + mode) / |
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(5 * pow((lower * lower + upper * upper + mode * mode |
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- lower * upper - lower * mode - upper * mode), RealType(3)/RealType(2))); |
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// #11768: Skewness formula for triangular distribution is incorrect - corrected 29 Oct 2015 for release 1.61. |
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} // RealType skewness(const triangular_distribution<RealType, Policy>& dist) |
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template <class RealType, class Policy> |
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inline RealType kurtosis(const triangular_distribution<RealType, Policy>& dist) |
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{ // These checks may be belt and braces as should have been checked on construction? |
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static const char* function = "boost::math::kurtosis(const triangular_distribution<%1%>&)"; |
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RealType lower = dist.lower(); |
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RealType upper = dist.upper(); |
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RealType mode = dist.mode(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function,lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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return static_cast<RealType>(12)/5; // 12/5 = 2.4; |
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} // RealType kurtosis_excess(const triangular_distribution<RealType, Policy>& dist) |
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template <class RealType, class Policy> |
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inline RealType kurtosis_excess(const triangular_distribution<RealType, Policy>& dist) |
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{ // These checks may be belt and braces as should have been checked on construction? |
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static const char* function = "boost::math::kurtosis_excess(const triangular_distribution<%1%>&)"; |
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RealType lower = dist.lower(); |
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RealType upper = dist.upper(); |
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RealType mode = dist.mode(); |
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RealType result = 0; // of checks. |
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if(false == detail::check_triangular(function,lower, mode, upper, &result, Policy())) |
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{ |
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return result; |
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} |
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return static_cast<RealType>(-3)/5; // - 3/5 = -0.6 |
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// Assuming mathworld really means kurtosis excess? Wikipedia now corrected to match this. |
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} |
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} // namespace math |
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} // namespace boost |
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// This include must be at the end, *after* the accessors |
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// for this distribution have been defined, in order to |
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// keep compilers that support two-phase lookup happy. |
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#include <boost/math/distributions/detail/derived_accessors.hpp> |
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#endif // BOOST_STATS_TRIANGULAR_HPP |
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