annotate DEPENDENCIES/generic/include/boost/math/distributions/gamma.hpp @ 133:4acb5d8d80b6 tip

Don't fail environmental check if README.md exists (but .txt and no-suffix don't)
author Chris Cannam
date Tue, 30 Jul 2019 12:25:44 +0100
parents 2665513ce2d3
children
rev   line source
Chris@16 1 // Copyright John Maddock 2006.
Chris@16 2 // Use, modification and distribution are subject to the
Chris@16 3 // Boost Software License, Version 1.0. (See accompanying file
Chris@16 4 // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
Chris@16 5
Chris@16 6 #ifndef BOOST_STATS_GAMMA_HPP
Chris@16 7 #define BOOST_STATS_GAMMA_HPP
Chris@16 8
Chris@16 9 // http://www.itl.nist.gov/div898/handbook/eda/section3/eda366b.htm
Chris@16 10 // http://mathworld.wolfram.com/GammaDistribution.html
Chris@16 11 // http://en.wikipedia.org/wiki/Gamma_distribution
Chris@16 12
Chris@16 13 #include <boost/math/distributions/fwd.hpp>
Chris@16 14 #include <boost/math/special_functions/gamma.hpp>
Chris@16 15 #include <boost/math/distributions/detail/common_error_handling.hpp>
Chris@16 16 #include <boost/math/distributions/complement.hpp>
Chris@16 17
Chris@16 18 #include <utility>
Chris@16 19
Chris@16 20 namespace boost{ namespace math
Chris@16 21 {
Chris@16 22 namespace detail
Chris@16 23 {
Chris@16 24
Chris@16 25 template <class RealType, class Policy>
Chris@16 26 inline bool check_gamma_shape(
Chris@16 27 const char* function,
Chris@16 28 RealType shape,
Chris@16 29 RealType* result, const Policy& pol)
Chris@16 30 {
Chris@16 31 if((shape <= 0) || !(boost::math::isfinite)(shape))
Chris@16 32 {
Chris@16 33 *result = policies::raise_domain_error<RealType>(
Chris@16 34 function,
Chris@16 35 "Shape parameter is %1%, but must be > 0 !", shape, pol);
Chris@16 36 return false;
Chris@16 37 }
Chris@16 38 return true;
Chris@16 39 }
Chris@16 40
Chris@16 41 template <class RealType, class Policy>
Chris@16 42 inline bool check_gamma_x(
Chris@16 43 const char* function,
Chris@16 44 RealType const& x,
Chris@16 45 RealType* result, const Policy& pol)
Chris@16 46 {
Chris@16 47 if((x < 0) || !(boost::math::isfinite)(x))
Chris@16 48 {
Chris@16 49 *result = policies::raise_domain_error<RealType>(
Chris@16 50 function,
Chris@16 51 "Random variate is %1% but must be >= 0 !", x, pol);
Chris@16 52 return false;
Chris@16 53 }
Chris@16 54 return true;
Chris@16 55 }
Chris@16 56
Chris@16 57 template <class RealType, class Policy>
Chris@16 58 inline bool check_gamma(
Chris@16 59 const char* function,
Chris@16 60 RealType scale,
Chris@16 61 RealType shape,
Chris@16 62 RealType* result, const Policy& pol)
Chris@16 63 {
Chris@16 64 return check_scale(function, scale, result, pol) && check_gamma_shape(function, shape, result, pol);
Chris@16 65 }
Chris@16 66
Chris@16 67 } // namespace detail
Chris@16 68
Chris@16 69 template <class RealType = double, class Policy = policies::policy<> >
Chris@16 70 class gamma_distribution
Chris@16 71 {
Chris@16 72 public:
Chris@16 73 typedef RealType value_type;
Chris@16 74 typedef Policy policy_type;
Chris@16 75
Chris@16 76 gamma_distribution(RealType l_shape, RealType l_scale = 1)
Chris@16 77 : m_shape(l_shape), m_scale(l_scale)
Chris@16 78 {
Chris@16 79 RealType result;
Chris@16 80 detail::check_gamma("boost::math::gamma_distribution<%1%>::gamma_distribution", l_scale, l_shape, &result, Policy());
Chris@16 81 }
Chris@16 82
Chris@16 83 RealType shape()const
Chris@16 84 {
Chris@16 85 return m_shape;
Chris@16 86 }
Chris@16 87
Chris@16 88 RealType scale()const
Chris@16 89 {
Chris@16 90 return m_scale;
Chris@16 91 }
Chris@16 92 private:
Chris@16 93 //
Chris@16 94 // Data members:
Chris@16 95 //
Chris@16 96 RealType m_shape; // distribution shape
Chris@16 97 RealType m_scale; // distribution scale
Chris@16 98 };
Chris@16 99
Chris@16 100 // NO typedef because of clash with name of gamma function.
Chris@16 101
Chris@16 102 template <class RealType, class Policy>
Chris@16 103 inline const std::pair<RealType, RealType> range(const gamma_distribution<RealType, Policy>& /* dist */)
Chris@16 104 { // Range of permissible values for random variable x.
Chris@16 105 using boost::math::tools::max_value;
Chris@16 106 return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>());
Chris@16 107 }
Chris@16 108
Chris@16 109 template <class RealType, class Policy>
Chris@16 110 inline const std::pair<RealType, RealType> support(const gamma_distribution<RealType, Policy>& /* dist */)
Chris@16 111 { // Range of supported values for random variable x.
Chris@16 112 // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero.
Chris@16 113 using boost::math::tools::max_value;
Chris@16 114 using boost::math::tools::min_value;
Chris@16 115 return std::pair<RealType, RealType>(min_value<RealType>(), max_value<RealType>());
Chris@16 116 }
Chris@16 117
Chris@16 118 template <class RealType, class Policy>
Chris@16 119 inline RealType pdf(const gamma_distribution<RealType, Policy>& dist, const RealType& x)
Chris@16 120 {
Chris@16 121 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 122
Chris@16 123 static const char* function = "boost::math::pdf(const gamma_distribution<%1%>&, %1%)";
Chris@16 124
Chris@16 125 RealType shape = dist.shape();
Chris@16 126 RealType scale = dist.scale();
Chris@16 127
Chris@16 128 RealType result = 0;
Chris@16 129 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 130 return result;
Chris@16 131 if(false == detail::check_gamma_x(function, x, &result, Policy()))
Chris@16 132 return result;
Chris@16 133
Chris@16 134 if(x == 0)
Chris@16 135 {
Chris@16 136 return 0;
Chris@16 137 }
Chris@16 138 result = gamma_p_derivative(shape, x / scale, Policy()) / scale;
Chris@16 139 return result;
Chris@16 140 } // pdf
Chris@16 141
Chris@16 142 template <class RealType, class Policy>
Chris@16 143 inline RealType cdf(const gamma_distribution<RealType, Policy>& dist, const RealType& x)
Chris@16 144 {
Chris@16 145 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 146
Chris@16 147 static const char* function = "boost::math::cdf(const gamma_distribution<%1%>&, %1%)";
Chris@16 148
Chris@16 149 RealType shape = dist.shape();
Chris@16 150 RealType scale = dist.scale();
Chris@16 151
Chris@16 152 RealType result = 0;
Chris@16 153 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 154 return result;
Chris@16 155 if(false == detail::check_gamma_x(function, x, &result, Policy()))
Chris@16 156 return result;
Chris@16 157
Chris@16 158 result = boost::math::gamma_p(shape, x / scale, Policy());
Chris@16 159 return result;
Chris@16 160 } // cdf
Chris@16 161
Chris@16 162 template <class RealType, class Policy>
Chris@16 163 inline RealType quantile(const gamma_distribution<RealType, Policy>& dist, const RealType& p)
Chris@16 164 {
Chris@16 165 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 166
Chris@16 167 static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
Chris@16 168
Chris@16 169 RealType shape = dist.shape();
Chris@16 170 RealType scale = dist.scale();
Chris@16 171
Chris@16 172 RealType result = 0;
Chris@16 173 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 174 return result;
Chris@16 175 if(false == detail::check_probability(function, p, &result, Policy()))
Chris@16 176 return result;
Chris@16 177
Chris@16 178 if(p == 1)
Chris@16 179 return policies::raise_overflow_error<RealType>(function, 0, Policy());
Chris@16 180
Chris@16 181 result = gamma_p_inv(shape, p, Policy()) * scale;
Chris@16 182
Chris@16 183 return result;
Chris@16 184 }
Chris@16 185
Chris@16 186 template <class RealType, class Policy>
Chris@16 187 inline RealType cdf(const complemented2_type<gamma_distribution<RealType, Policy>, RealType>& c)
Chris@16 188 {
Chris@16 189 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 190
Chris@16 191 static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
Chris@16 192
Chris@16 193 RealType shape = c.dist.shape();
Chris@16 194 RealType scale = c.dist.scale();
Chris@16 195
Chris@16 196 RealType result = 0;
Chris@16 197 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 198 return result;
Chris@16 199 if(false == detail::check_gamma_x(function, c.param, &result, Policy()))
Chris@16 200 return result;
Chris@16 201
Chris@16 202 result = gamma_q(shape, c.param / scale, Policy());
Chris@16 203
Chris@16 204 return result;
Chris@16 205 }
Chris@16 206
Chris@16 207 template <class RealType, class Policy>
Chris@16 208 inline RealType quantile(const complemented2_type<gamma_distribution<RealType, Policy>, RealType>& c)
Chris@16 209 {
Chris@16 210 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 211
Chris@16 212 static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
Chris@16 213
Chris@16 214 RealType shape = c.dist.shape();
Chris@16 215 RealType scale = c.dist.scale();
Chris@16 216 RealType q = c.param;
Chris@16 217
Chris@16 218 RealType result = 0;
Chris@16 219 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 220 return result;
Chris@16 221 if(false == detail::check_probability(function, q, &result, Policy()))
Chris@16 222 return result;
Chris@16 223
Chris@16 224 if(q == 0)
Chris@16 225 return policies::raise_overflow_error<RealType>(function, 0, Policy());
Chris@16 226
Chris@16 227 result = gamma_q_inv(shape, q, Policy()) * scale;
Chris@16 228
Chris@16 229 return result;
Chris@16 230 }
Chris@16 231
Chris@16 232 template <class RealType, class Policy>
Chris@16 233 inline RealType mean(const gamma_distribution<RealType, Policy>& dist)
Chris@16 234 {
Chris@16 235 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 236
Chris@16 237 static const char* function = "boost::math::mean(const gamma_distribution<%1%>&)";
Chris@16 238
Chris@16 239 RealType shape = dist.shape();
Chris@16 240 RealType scale = dist.scale();
Chris@16 241
Chris@16 242 RealType result = 0;
Chris@16 243 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 244 return result;
Chris@16 245
Chris@16 246 result = shape * scale;
Chris@16 247 return result;
Chris@16 248 }
Chris@16 249
Chris@16 250 template <class RealType, class Policy>
Chris@16 251 inline RealType variance(const gamma_distribution<RealType, Policy>& dist)
Chris@16 252 {
Chris@16 253 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 254
Chris@16 255 static const char* function = "boost::math::variance(const gamma_distribution<%1%>&)";
Chris@16 256
Chris@16 257 RealType shape = dist.shape();
Chris@16 258 RealType scale = dist.scale();
Chris@16 259
Chris@16 260 RealType result = 0;
Chris@16 261 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 262 return result;
Chris@16 263
Chris@16 264 result = shape * scale * scale;
Chris@16 265 return result;
Chris@16 266 }
Chris@16 267
Chris@16 268 template <class RealType, class Policy>
Chris@16 269 inline RealType mode(const gamma_distribution<RealType, Policy>& dist)
Chris@16 270 {
Chris@16 271 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 272
Chris@16 273 static const char* function = "boost::math::mode(const gamma_distribution<%1%>&)";
Chris@16 274
Chris@16 275 RealType shape = dist.shape();
Chris@16 276 RealType scale = dist.scale();
Chris@16 277
Chris@16 278 RealType result = 0;
Chris@16 279 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 280 return result;
Chris@16 281
Chris@16 282 if(shape < 1)
Chris@16 283 return policies::raise_domain_error<RealType>(
Chris@16 284 function,
Chris@16 285 "The mode of the gamma distribution is only defined for values of the shape parameter >= 1, but got %1%.",
Chris@16 286 shape, Policy());
Chris@16 287
Chris@16 288 result = (shape - 1) * scale;
Chris@16 289 return result;
Chris@16 290 }
Chris@16 291
Chris@16 292 //template <class RealType, class Policy>
Chris@16 293 //inline RealType median(const gamma_distribution<RealType, Policy>& dist)
Chris@16 294 //{ // Rely on default definition in derived accessors.
Chris@16 295 //}
Chris@16 296
Chris@16 297 template <class RealType, class Policy>
Chris@16 298 inline RealType skewness(const gamma_distribution<RealType, Policy>& dist)
Chris@16 299 {
Chris@16 300 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 301
Chris@16 302 static const char* function = "boost::math::skewness(const gamma_distribution<%1%>&)";
Chris@16 303
Chris@16 304 RealType shape = dist.shape();
Chris@16 305 RealType scale = dist.scale();
Chris@16 306
Chris@16 307 RealType result = 0;
Chris@16 308 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 309 return result;
Chris@16 310
Chris@16 311 result = 2 / sqrt(shape);
Chris@16 312 return result;
Chris@16 313 }
Chris@16 314
Chris@16 315 template <class RealType, class Policy>
Chris@16 316 inline RealType kurtosis_excess(const gamma_distribution<RealType, Policy>& dist)
Chris@16 317 {
Chris@16 318 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 319
Chris@16 320 static const char* function = "boost::math::kurtosis_excess(const gamma_distribution<%1%>&)";
Chris@16 321
Chris@16 322 RealType shape = dist.shape();
Chris@16 323 RealType scale = dist.scale();
Chris@16 324
Chris@16 325 RealType result = 0;
Chris@16 326 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
Chris@16 327 return result;
Chris@16 328
Chris@16 329 result = 6 / shape;
Chris@16 330 return result;
Chris@16 331 }
Chris@16 332
Chris@16 333 template <class RealType, class Policy>
Chris@16 334 inline RealType kurtosis(const gamma_distribution<RealType, Policy>& dist)
Chris@16 335 {
Chris@16 336 return kurtosis_excess(dist) + 3;
Chris@16 337 }
Chris@16 338
Chris@16 339 } // namespace math
Chris@16 340 } // namespace boost
Chris@16 341
Chris@16 342 // This include must be at the end, *after* the accessors
Chris@16 343 // for this distribution have been defined, in order to
Chris@16 344 // keep compilers that support two-phase lookup happy.
Chris@16 345 #include <boost/math/distributions/detail/derived_accessors.hpp>
Chris@16 346
Chris@16 347 #endif // BOOST_STATS_GAMMA_HPP
Chris@16 348
Chris@16 349