| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538 | //  Copyright John Maddock 2006, 2007.//  Copyright Paul A. Bristow 2006, 2007.//  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_TRIANGULAR_HPP#define BOOST_STATS_TRIANGULAR_HPP// http://mathworld.wolfram.com/TriangularDistribution.html// Note that the 'constructors' defined by Wolfram are difference from those here,// for example// N[variance[triangulardistribution{1, +2}, 1.5], 50] computes // 0.041666666666666666666666666666666666666666666666667// TriangularDistribution{1, +2}, 1.5 is the analog of triangular_distribution(1, 1.5, 2)// http://en.wikipedia.org/wiki/Triangular_distribution#include <boost/math/distributions/fwd.hpp>#include <boost/math/special_functions/expm1.hpp>#include <boost/math/distributions/detail/common_error_handling.hpp>#include <boost/math/distributions/complement.hpp>#include <boost/math/constants/constants.hpp>#include <utility>namespace boost{ namespace math{  namespace detail  {    template <class RealType, class Policy>    inline bool check_triangular_lower(      const char* function,      RealType lower,      RealType* result, const Policy& pol)    {      if((boost::math::isfinite)(lower))      { // Any finite value is OK.        return true;      }      else      { // Not finite: infinity or NaN.        *result = policies::raise_domain_error<RealType>(          function,          "Lower parameter is %1%, but must be finite!", lower, pol);        return false;      }    } // bool check_triangular_lower(    template <class RealType, class Policy>    inline bool check_triangular_mode(      const char* function,      RealType mode,      RealType* result, const Policy& pol)    {      if((boost::math::isfinite)(mode))      { // any finite value is OK.        return true;      }      else      { // Not finite: infinity or NaN.        *result = policies::raise_domain_error<RealType>(          function,          "Mode parameter is %1%, but must be finite!", mode, pol);        return false;      }    } // bool check_triangular_mode(    template <class RealType, class Policy>    inline bool check_triangular_upper(      const char* function,      RealType upper,      RealType* result, const Policy& pol)    {      if((boost::math::isfinite)(upper))      { // any finite value is OK.        return true;      }      else      { // Not finite: infinity or NaN.        *result = policies::raise_domain_error<RealType>(          function,          "Upper parameter is %1%, but must be finite!", upper, pol);        return false;      }    } // bool check_triangular_upper(    template <class RealType, class Policy>    inline bool check_triangular_x(      const char* function,      RealType const& x,      RealType* result, const Policy& pol)    {      if((boost::math::isfinite)(x))      { // Any finite value is OK        return true;      }      else      { // Not finite: infinity or NaN.        *result = policies::raise_domain_error<RealType>(          function,          "x parameter is %1%, but must be finite!", x, pol);        return false;      }    } // bool check_triangular_x    template <class RealType, class Policy>    inline bool check_triangular(      const char* function,      RealType lower,      RealType mode,      RealType upper,      RealType* result, const Policy& pol)    {      if ((check_triangular_lower(function, lower, result, pol) == false)        || (check_triangular_mode(function, mode, result, pol) == false)        || (check_triangular_upper(function, upper, result, pol) == false))      { // Some parameter not finite.        return false;      }      else if (lower >= upper) // lower == upper NOT useful.      { // lower >= upper.        *result = policies::raise_domain_error<RealType>(          function,          "lower parameter is %1%, but must be less than upper!", lower, pol);        return false;      }      else      { // Check lower <= mode <= upper.        if (mode < lower)        {          *result = policies::raise_domain_error<RealType>(            function,            "mode parameter is %1%, but must be >= than lower!", lower, pol);          return false;        }        if (mode > upper)        {          *result = policies::raise_domain_error<RealType>(            function,            "mode parameter is %1%, but must be <= than upper!", upper, pol);          return false;        }        return true; // All OK.      }    } // bool check_triangular  } // namespace detail  template <class RealType = double, class Policy = policies::policy<> >  class triangular_distribution  {  public:    typedef RealType value_type;    typedef Policy policy_type;    triangular_distribution(RealType l_lower = -1, RealType l_mode = 0, RealType l_upper = 1)      : m_lower(l_lower), m_mode(l_mode), m_upper(l_upper) // Constructor.    { // Evans says 'standard triangular' is lower 0, mode 1/2, upper 1,      // has median sqrt(c/2) for c <=1/2 and 1 - sqrt(1-c)/2 for c >= 1/2      // But this -1, 0, 1 is more useful in most applications to approximate normal distribution,      // where the central value is the most likely and deviations either side equally likely.      RealType result;      detail::check_triangular("boost::math::triangular_distribution<%1%>::triangular_distribution",l_lower, l_mode, l_upper, &result, Policy());    }    // Accessor functions.    RealType lower()const    {      return m_lower;    }    RealType mode()const    {      return m_mode;    }    RealType upper()const    {      return m_upper;    }  private:    // Data members:    RealType m_lower;  // distribution lower aka a    RealType m_mode;  // distribution mode aka c    RealType m_upper;  // distribution upper aka b  }; // class triangular_distribution  typedef triangular_distribution<double> triangular;  template <class RealType, class Policy>  inline const std::pair<RealType, RealType> range(const triangular_distribution<RealType, Policy>& /* dist */)  { // Range of permissible values for random variable x.    using boost::math::tools::max_value;    return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>());  }  template <class RealType, class Policy>  inline const std::pair<RealType, RealType> support(const triangular_distribution<RealType, Policy>& dist)  { // Range of supported values for random variable x.    // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero.    return std::pair<RealType, RealType>(dist.lower(), dist.upper());  }  template <class RealType, class Policy>  RealType pdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x)  {    static const char* function = "boost::math::pdf(const triangular_distribution<%1%>&, %1%)";    RealType lower = dist.lower();    RealType mode = dist.mode();    RealType upper = dist.upper();    RealType result = 0; // of checks.    if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy()))    {      return result;    }    if(false == detail::check_triangular_x(function, x, &result, Policy()))    {      return result;    }    if((x < lower) || (x > upper))    {      return 0;    }    if (x == lower)    { // (mode - lower) == 0 which would lead to divide by zero!      return (mode == lower) ? 2 / (upper - lower) : RealType(0);    }    else if (x == upper)    {      return (mode == upper) ? 2 / (upper - lower) : RealType(0);    }    else if (x <= mode)    {      return 2 * (x - lower) / ((upper - lower) * (mode - lower));    }    else    {  // (x > mode)      return 2 * (upper - x) / ((upper - lower) * (upper - mode));    }  } // RealType pdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x)  template <class RealType, class Policy>  inline RealType cdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x)  {    static const char* function = "boost::math::cdf(const triangular_distribution<%1%>&, %1%)";    RealType lower = dist.lower();    RealType mode = dist.mode();    RealType upper = dist.upper();    RealType result = 0; // of checks.    if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy()))    {      return result;    }    if(false == detail::check_triangular_x(function, x, &result, Policy()))    {      return result;    }    if((x <= lower))    {      return 0;    }    if (x >= upper)    {      return 1;    }    // else lower < x < upper    if (x <= mode)    {      return ((x - lower) * (x - lower)) / ((upper - lower) * (mode - lower));    }    else    {      return 1 - (upper - x) *  (upper - x) / ((upper - lower) * (upper - mode));    }  } // RealType cdf(const triangular_distribution<RealType, Policy>& dist, const RealType& x)  template <class RealType, class Policy>  RealType quantile(const triangular_distribution<RealType, Policy>& dist, const RealType& p)  {    BOOST_MATH_STD_USING  // for ADL of std functions (sqrt).    static const char* function = "boost::math::quantile(const triangular_distribution<%1%>&, %1%)";    RealType lower = dist.lower();    RealType mode = dist.mode();    RealType upper = dist.upper();    RealType result = 0; // of checks    if(false == detail::check_triangular(function,lower, mode, upper, &result, Policy()))    {      return result;    }    if(false == detail::check_probability(function, p, &result, Policy()))    {      return result;    }    if(p == 0)    {      return lower;    }    if(p == 1)    {      return upper;    }    RealType p0 = (mode - lower) / (upper - lower);    RealType q = 1 - p;    if (p < p0)    {      result = sqrt((upper - lower) * (mode - lower) * p) + lower;    }    else if (p == p0)    {      result = mode;    }    else // p > p0    {      result = upper - sqrt((upper - lower) * (upper - mode) * q);    }    return result;  } // RealType quantile(const triangular_distribution<RealType, Policy>& dist, const RealType& q)  template <class RealType, class Policy>  RealType cdf(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c)  {    static const char* function = "boost::math::cdf(const triangular_distribution<%1%>&, %1%)";    RealType lower = c.dist.lower();    RealType mode = c.dist.mode();    RealType upper = c.dist.upper();    RealType x = c.param;    RealType result = 0; // of checks.    if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy()))    {      return result;    }    if(false == detail::check_triangular_x(function, x, &result, Policy()))    {      return result;    }    if (x <= lower)    {      return 1;    }    if (x >= upper)    {      return 0;    }    if (x <= mode)    {      return 1 - ((x - lower) * (x - lower)) / ((upper - lower) * (mode - lower));    }    else    {      return (upper - x) *  (upper - x) / ((upper - lower) * (upper - mode));    }  } // RealType cdf(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c)  template <class RealType, class Policy>  RealType quantile(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c)  {    BOOST_MATH_STD_USING  // Aid ADL for sqrt.    static const char* function = "boost::math::quantile(const triangular_distribution<%1%>&, %1%)";    RealType l = c.dist.lower();    RealType m = c.dist.mode();    RealType u = c.dist.upper();    RealType q = c.param; // probability 0 to 1.    RealType result = 0; // of checks.    if(false == detail::check_triangular(function, l, m, u, &result, Policy()))    {      return result;    }    if(false == detail::check_probability(function, q, &result, Policy()))    {      return result;    }    if(q == 0)    {      return u;    }    if(q == 1)    {      return l;    }    RealType lower = c.dist.lower();    RealType mode = c.dist.mode();    RealType upper = c.dist.upper();    RealType p = 1 - q;    RealType p0 = (mode - lower) / (upper - lower);    if(p < p0)    {      RealType s = (upper - lower) * (mode - lower);      s *= p;      result = sqrt((upper - lower) * (mode - lower) * p) + lower;    }    else if (p == p0)    {      result = mode;    }    else // p > p0    {      result = upper - sqrt((upper - lower) * (upper - mode) * q);    }    return result;  } // RealType quantile(const complemented2_type<triangular_distribution<RealType, Policy>, RealType>& c)  template <class RealType, class Policy>  inline RealType mean(const triangular_distribution<RealType, Policy>& dist)  {    static const char* function = "boost::math::mean(const triangular_distribution<%1%>&)";    RealType lower = dist.lower();    RealType mode = dist.mode();    RealType upper = dist.upper();    RealType result = 0;  // of checks.    if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy()))    {      return result;    }    return (lower + upper + mode) / 3;  } // RealType mean(const triangular_distribution<RealType, Policy>& dist)  template <class RealType, class Policy>  inline RealType variance(const triangular_distribution<RealType, Policy>& dist)  {    static const char* function = "boost::math::mean(const triangular_distribution<%1%>&)";    RealType lower = dist.lower();    RealType mode = dist.mode();    RealType upper = dist.upper();    RealType result = 0; // of checks.    if(false == detail::check_triangular(function, lower, mode, upper, &result, Policy()))    {      return result;    }    return (lower * lower + upper * upper + mode * mode - lower * upper - lower * mode - upper * mode) / 18;  } // RealType variance(const triangular_distribution<RealType, Policy>& dist)  template <class RealType, class Policy>  inline RealType mode(const triangular_distribution<RealType, Policy>& dist)  {    static const char* function = "boost::math::mode(const triangular_distribution<%1%>&)";    RealType mode = dist.mode();    RealType result = 0; // of checks.    if(false == detail::check_triangular_mode(function, mode, &result, Policy()))    { // This should never happen!      return result;    }    return mode;  } // RealType mode  template <class RealType, class Policy>  inline RealType median(const triangular_distribution<RealType, Policy>& dist)  {    BOOST_MATH_STD_USING // ADL of std functions.    static const char* function = "boost::math::median(const triangular_distribution<%1%>&)";    RealType mode = dist.mode();    RealType result = 0; // of checks.    if(false == detail::check_triangular_mode(function, mode, &result, Policy()))    { // This should never happen!      return result;    }    RealType lower = dist.lower();    RealType upper = dist.upper();    if (mode >= (upper + lower) / 2)    {      return lower + sqrt((upper - lower) * (mode - lower)) / constants::root_two<RealType>();    }    else    {      return upper - sqrt((upper - lower) * (upper - mode)) / constants::root_two<RealType>();    }  } // RealType mode  template <class RealType, class Policy>  inline RealType skewness(const triangular_distribution<RealType, Policy>& dist)  {    BOOST_MATH_STD_USING  // for ADL of std functions    using namespace boost::math::constants; // for root_two    static const char* function = "boost::math::skewness(const triangular_distribution<%1%>&)";    RealType lower = dist.lower();    RealType mode = dist.mode();    RealType upper = dist.upper();    RealType result = 0; // of checks.    if(false == boost::math::detail::check_triangular(function,lower, mode, upper, &result, Policy()))    {      return result;    }    return root_two<RealType>() * (lower + upper - 2 * mode) * (2 * lower - upper - mode) * (lower - 2 * upper + mode) /      (5 * pow((lower * lower + upper * upper + mode * mode         - lower * upper - lower * mode - upper * mode), RealType(3)/RealType(2)));    // #11768: Skewness formula for triangular distribution is incorrect -  corrected 29 Oct 2015 for release 1.61.  } // RealType skewness(const triangular_distribution<RealType, Policy>& dist)  template <class RealType, class Policy>  inline RealType kurtosis(const triangular_distribution<RealType, Policy>& dist)  { // These checks may be belt and braces as should have been checked on construction?    static const char* function = "boost::math::kurtosis(const triangular_distribution<%1%>&)";    RealType lower = dist.lower();    RealType upper = dist.upper();    RealType mode = dist.mode();    RealType result = 0;  // of checks.    if(false == detail::check_triangular(function,lower, mode, upper, &result, Policy()))    {      return result;    }    return static_cast<RealType>(12)/5; //  12/5 = 2.4;  } // RealType kurtosis_excess(const triangular_distribution<RealType, Policy>& dist)  template <class RealType, class Policy>  inline RealType kurtosis_excess(const triangular_distribution<RealType, Policy>& dist)  { // These checks may be belt and braces as should have been checked on construction?    static const char* function = "boost::math::kurtosis_excess(const triangular_distribution<%1%>&)";    RealType lower = dist.lower();    RealType upper = dist.upper();    RealType mode = dist.mode();    RealType result = 0;  // of checks.    if(false == detail::check_triangular(function,lower, mode, upper, &result, Policy()))    {      return result;    }    return static_cast<RealType>(-3)/5; // - 3/5 = -0.6    // Assuming mathworld really means kurtosis excess?  Wikipedia now corrected to match this.  }  template <class RealType, class Policy>  inline RealType entropy(const triangular_distribution<RealType, Policy>& dist)  {    using std::log;    return constants::half<RealType>() + log((dist.upper() - dist.lower())/2);  }} // 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_TRIANGULAR_HPP
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