annotate DEPENDENCIES/generic/include/boost/math/distributions/lognormal.hpp @ 125:34e428693f5d vext

Vext -> Repoint
author Chris Cannam
date Thu, 14 Jun 2018 11:15:39 +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_LOGNORMAL_HPP
Chris@16 7 #define BOOST_STATS_LOGNORMAL_HPP
Chris@16 8
Chris@16 9 // http://www.itl.nist.gov/div898/handbook/eda/section3/eda3669.htm
Chris@16 10 // http://mathworld.wolfram.com/LogNormalDistribution.html
Chris@16 11 // http://en.wikipedia.org/wiki/Lognormal_distribution
Chris@16 12
Chris@16 13 #include <boost/math/distributions/fwd.hpp>
Chris@16 14 #include <boost/math/distributions/normal.hpp>
Chris@16 15 #include <boost/math/special_functions/expm1.hpp>
Chris@16 16 #include <boost/math/distributions/detail/common_error_handling.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_lognormal_x(
Chris@16 27 const char* function,
Chris@16 28 RealType const& x,
Chris@16 29 RealType* result, const Policy& pol)
Chris@16 30 {
Chris@16 31 if((x < 0) || !(boost::math::isfinite)(x))
Chris@16 32 {
Chris@16 33 *result = policies::raise_domain_error<RealType>(
Chris@16 34 function,
Chris@16 35 "Random variate is %1% but must be >= 0 !", x, pol);
Chris@16 36 return false;
Chris@16 37 }
Chris@16 38 return true;
Chris@16 39 }
Chris@16 40
Chris@16 41 } // namespace detail
Chris@16 42
Chris@16 43
Chris@16 44 template <class RealType = double, class Policy = policies::policy<> >
Chris@16 45 class lognormal_distribution
Chris@16 46 {
Chris@16 47 public:
Chris@16 48 typedef RealType value_type;
Chris@16 49 typedef Policy policy_type;
Chris@16 50
Chris@16 51 lognormal_distribution(RealType l_location = 0, RealType l_scale = 1)
Chris@16 52 : m_location(l_location), m_scale(l_scale)
Chris@16 53 {
Chris@16 54 RealType result;
Chris@16 55 detail::check_scale("boost::math::lognormal_distribution<%1%>::lognormal_distribution", l_scale, &result, Policy());
Chris@16 56 detail::check_location("boost::math::lognormal_distribution<%1%>::lognormal_distribution", l_location, &result, Policy());
Chris@16 57 }
Chris@16 58
Chris@16 59 RealType location()const
Chris@16 60 {
Chris@16 61 return m_location;
Chris@16 62 }
Chris@16 63
Chris@16 64 RealType scale()const
Chris@16 65 {
Chris@16 66 return m_scale;
Chris@16 67 }
Chris@16 68 private:
Chris@16 69 //
Chris@16 70 // Data members:
Chris@16 71 //
Chris@16 72 RealType m_location; // distribution location.
Chris@16 73 RealType m_scale; // distribution scale.
Chris@16 74 };
Chris@16 75
Chris@16 76 typedef lognormal_distribution<double> lognormal;
Chris@16 77
Chris@16 78 template <class RealType, class Policy>
Chris@16 79 inline const std::pair<RealType, RealType> range(const lognormal_distribution<RealType, Policy>& /*dist*/)
Chris@16 80 { // Range of permissible values for random variable x is >0 to +infinity.
Chris@16 81 using boost::math::tools::max_value;
Chris@16 82 return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>());
Chris@16 83 }
Chris@16 84
Chris@16 85 template <class RealType, class Policy>
Chris@16 86 inline const std::pair<RealType, RealType> support(const lognormal_distribution<RealType, Policy>& /*dist*/)
Chris@16 87 { // Range of supported values for random variable x.
Chris@16 88 // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero.
Chris@16 89 using boost::math::tools::max_value;
Chris@16 90 return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>());
Chris@16 91 }
Chris@16 92
Chris@16 93 template <class RealType, class Policy>
Chris@16 94 RealType pdf(const lognormal_distribution<RealType, Policy>& dist, const RealType& x)
Chris@16 95 {
Chris@16 96 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 97
Chris@16 98 RealType mu = dist.location();
Chris@16 99 RealType sigma = dist.scale();
Chris@16 100
Chris@16 101 static const char* function = "boost::math::pdf(const lognormal_distribution<%1%>&, %1%)";
Chris@16 102
Chris@16 103 RealType result = 0;
Chris@16 104 if(0 == detail::check_scale(function, sigma, &result, Policy()))
Chris@16 105 return result;
Chris@16 106 if(0 == detail::check_location(function, mu, &result, Policy()))
Chris@16 107 return result;
Chris@16 108 if(0 == detail::check_lognormal_x(function, x, &result, Policy()))
Chris@16 109 return result;
Chris@16 110
Chris@16 111 if(x == 0)
Chris@16 112 return 0;
Chris@16 113
Chris@16 114 RealType exponent = log(x) - mu;
Chris@16 115 exponent *= -exponent;
Chris@16 116 exponent /= 2 * sigma * sigma;
Chris@16 117
Chris@16 118 result = exp(exponent);
Chris@16 119 result /= sigma * sqrt(2 * constants::pi<RealType>()) * x;
Chris@16 120
Chris@16 121 return result;
Chris@16 122 }
Chris@16 123
Chris@16 124 template <class RealType, class Policy>
Chris@16 125 inline RealType cdf(const lognormal_distribution<RealType, Policy>& dist, const RealType& x)
Chris@16 126 {
Chris@16 127 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 128
Chris@16 129 static const char* function = "boost::math::cdf(const lognormal_distribution<%1%>&, %1%)";
Chris@16 130
Chris@16 131 RealType result = 0;
Chris@16 132 if(0 == detail::check_scale(function, dist.scale(), &result, Policy()))
Chris@16 133 return result;
Chris@16 134 if(0 == detail::check_location(function, dist.location(), &result, Policy()))
Chris@16 135 return result;
Chris@16 136 if(0 == detail::check_lognormal_x(function, x, &result, Policy()))
Chris@16 137 return result;
Chris@16 138
Chris@16 139 if(x == 0)
Chris@16 140 return 0;
Chris@16 141
Chris@16 142 normal_distribution<RealType, Policy> norm(dist.location(), dist.scale());
Chris@16 143 return cdf(norm, log(x));
Chris@16 144 }
Chris@16 145
Chris@16 146 template <class RealType, class Policy>
Chris@16 147 inline RealType quantile(const lognormal_distribution<RealType, Policy>& dist, const RealType& p)
Chris@16 148 {
Chris@16 149 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 150
Chris@16 151 static const char* function = "boost::math::quantile(const lognormal_distribution<%1%>&, %1%)";
Chris@16 152
Chris@16 153 RealType result = 0;
Chris@16 154 if(0 == detail::check_scale(function, dist.scale(), &result, Policy()))
Chris@16 155 return result;
Chris@16 156 if(0 == detail::check_location(function, dist.location(), &result, Policy()))
Chris@16 157 return result;
Chris@16 158 if(0 == detail::check_probability(function, p, &result, Policy()))
Chris@16 159 return result;
Chris@16 160
Chris@16 161 if(p == 0)
Chris@16 162 return 0;
Chris@16 163 if(p == 1)
Chris@16 164 return policies::raise_overflow_error<RealType>(function, 0, Policy());
Chris@16 165
Chris@16 166 normal_distribution<RealType, Policy> norm(dist.location(), dist.scale());
Chris@16 167 return exp(quantile(norm, p));
Chris@16 168 }
Chris@16 169
Chris@16 170 template <class RealType, class Policy>
Chris@16 171 inline RealType cdf(const complemented2_type<lognormal_distribution<RealType, Policy>, RealType>& c)
Chris@16 172 {
Chris@16 173 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 174
Chris@16 175 static const char* function = "boost::math::cdf(const lognormal_distribution<%1%>&, %1%)";
Chris@16 176
Chris@16 177 RealType result = 0;
Chris@16 178 if(0 == detail::check_scale(function, c.dist.scale(), &result, Policy()))
Chris@16 179 return result;
Chris@16 180 if(0 == detail::check_location(function, c.dist.location(), &result, Policy()))
Chris@16 181 return result;
Chris@16 182 if(0 == detail::check_lognormal_x(function, c.param, &result, Policy()))
Chris@16 183 return result;
Chris@16 184
Chris@16 185 if(c.param == 0)
Chris@16 186 return 1;
Chris@16 187
Chris@16 188 normal_distribution<RealType, Policy> norm(c.dist.location(), c.dist.scale());
Chris@16 189 return cdf(complement(norm, log(c.param)));
Chris@16 190 }
Chris@16 191
Chris@16 192 template <class RealType, class Policy>
Chris@16 193 inline RealType quantile(const complemented2_type<lognormal_distribution<RealType, Policy>, RealType>& c)
Chris@16 194 {
Chris@16 195 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 196
Chris@16 197 static const char* function = "boost::math::quantile(const lognormal_distribution<%1%>&, %1%)";
Chris@16 198
Chris@16 199 RealType result = 0;
Chris@16 200 if(0 == detail::check_scale(function, c.dist.scale(), &result, Policy()))
Chris@16 201 return result;
Chris@16 202 if(0 == detail::check_location(function, c.dist.location(), &result, Policy()))
Chris@16 203 return result;
Chris@16 204 if(0 == detail::check_probability(function, c.param, &result, Policy()))
Chris@16 205 return result;
Chris@16 206
Chris@16 207 if(c.param == 1)
Chris@16 208 return 0;
Chris@16 209 if(c.param == 0)
Chris@16 210 return policies::raise_overflow_error<RealType>(function, 0, Policy());
Chris@16 211
Chris@16 212 normal_distribution<RealType, Policy> norm(c.dist.location(), c.dist.scale());
Chris@16 213 return exp(quantile(complement(norm, c.param)));
Chris@16 214 }
Chris@16 215
Chris@16 216 template <class RealType, class Policy>
Chris@16 217 inline RealType mean(const lognormal_distribution<RealType, Policy>& dist)
Chris@16 218 {
Chris@16 219 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 220
Chris@16 221 RealType mu = dist.location();
Chris@16 222 RealType sigma = dist.scale();
Chris@16 223
Chris@16 224 RealType result = 0;
Chris@16 225 if(0 == detail::check_scale("boost::math::mean(const lognormal_distribution<%1%>&)", sigma, &result, Policy()))
Chris@16 226 return result;
Chris@16 227 if(0 == detail::check_location("boost::math::mean(const lognormal_distribution<%1%>&)", mu, &result, Policy()))
Chris@16 228 return result;
Chris@16 229
Chris@16 230 return exp(mu + sigma * sigma / 2);
Chris@16 231 }
Chris@16 232
Chris@16 233 template <class RealType, class Policy>
Chris@16 234 inline RealType variance(const lognormal_distribution<RealType, Policy>& dist)
Chris@16 235 {
Chris@16 236 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 237
Chris@16 238 RealType mu = dist.location();
Chris@16 239 RealType sigma = dist.scale();
Chris@16 240
Chris@16 241 RealType result = 0;
Chris@16 242 if(0 == detail::check_scale("boost::math::variance(const lognormal_distribution<%1%>&)", sigma, &result, Policy()))
Chris@16 243 return result;
Chris@16 244 if(0 == detail::check_location("boost::math::variance(const lognormal_distribution<%1%>&)", mu, &result, Policy()))
Chris@16 245 return result;
Chris@16 246
Chris@16 247 return boost::math::expm1(sigma * sigma, Policy()) * exp(2 * mu + sigma * sigma);
Chris@16 248 }
Chris@16 249
Chris@16 250 template <class RealType, class Policy>
Chris@16 251 inline RealType mode(const lognormal_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 RealType mu = dist.location();
Chris@16 256 RealType sigma = dist.scale();
Chris@16 257
Chris@16 258 RealType result = 0;
Chris@16 259 if(0 == detail::check_scale("boost::math::mode(const lognormal_distribution<%1%>&)", sigma, &result, Policy()))
Chris@16 260 return result;
Chris@16 261 if(0 == detail::check_location("boost::math::mode(const lognormal_distribution<%1%>&)", mu, &result, Policy()))
Chris@16 262 return result;
Chris@16 263
Chris@16 264 return exp(mu - sigma * sigma);
Chris@16 265 }
Chris@16 266
Chris@16 267 template <class RealType, class Policy>
Chris@16 268 inline RealType median(const lognormal_distribution<RealType, Policy>& dist)
Chris@16 269 {
Chris@16 270 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 271 RealType mu = dist.location();
Chris@16 272 return exp(mu); // e^mu
Chris@16 273 }
Chris@16 274
Chris@16 275 template <class RealType, class Policy>
Chris@16 276 inline RealType skewness(const lognormal_distribution<RealType, Policy>& dist)
Chris@16 277 {
Chris@16 278 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 279
Chris@16 280 //RealType mu = dist.location();
Chris@16 281 RealType sigma = dist.scale();
Chris@16 282
Chris@16 283 RealType ss = sigma * sigma;
Chris@16 284 RealType ess = exp(ss);
Chris@16 285
Chris@16 286 RealType result = 0;
Chris@16 287 if(0 == detail::check_scale("boost::math::skewness(const lognormal_distribution<%1%>&)", sigma, &result, Policy()))
Chris@16 288 return result;
Chris@16 289 if(0 == detail::check_location("boost::math::skewness(const lognormal_distribution<%1%>&)", dist.location(), &result, Policy()))
Chris@16 290 return result;
Chris@16 291
Chris@16 292 return (ess + 2) * sqrt(boost::math::expm1(ss, Policy()));
Chris@16 293 }
Chris@16 294
Chris@16 295 template <class RealType, class Policy>
Chris@16 296 inline RealType kurtosis(const lognormal_distribution<RealType, Policy>& dist)
Chris@16 297 {
Chris@16 298 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 299
Chris@16 300 //RealType mu = dist.location();
Chris@16 301 RealType sigma = dist.scale();
Chris@16 302 RealType ss = sigma * sigma;
Chris@16 303
Chris@16 304 RealType result = 0;
Chris@16 305 if(0 == detail::check_scale("boost::math::kurtosis(const lognormal_distribution<%1%>&)", sigma, &result, Policy()))
Chris@16 306 return result;
Chris@16 307 if(0 == detail::check_location("boost::math::kurtosis(const lognormal_distribution<%1%>&)", dist.location(), &result, Policy()))
Chris@16 308 return result;
Chris@16 309
Chris@16 310 return exp(4 * ss) + 2 * exp(3 * ss) + 3 * exp(2 * ss) - 3;
Chris@16 311 }
Chris@16 312
Chris@16 313 template <class RealType, class Policy>
Chris@16 314 inline RealType kurtosis_excess(const lognormal_distribution<RealType, Policy>& dist)
Chris@16 315 {
Chris@16 316 BOOST_MATH_STD_USING // for ADL of std functions
Chris@16 317
Chris@16 318 // RealType mu = dist.location();
Chris@16 319 RealType sigma = dist.scale();
Chris@16 320 RealType ss = sigma * sigma;
Chris@16 321
Chris@16 322 RealType result = 0;
Chris@16 323 if(0 == detail::check_scale("boost::math::kurtosis_excess(const lognormal_distribution<%1%>&)", sigma, &result, Policy()))
Chris@16 324 return result;
Chris@16 325 if(0 == detail::check_location("boost::math::kurtosis_excess(const lognormal_distribution<%1%>&)", dist.location(), &result, Policy()))
Chris@16 326 return result;
Chris@16 327
Chris@16 328 return exp(4 * ss) + 2 * exp(3 * ss) + 3 * exp(2 * ss) - 6;
Chris@16 329 }
Chris@16 330
Chris@16 331 } // namespace math
Chris@16 332 } // namespace boost
Chris@16 333
Chris@16 334 // This include must be at the end, *after* the accessors
Chris@16 335 // for this distribution have been defined, in order to
Chris@16 336 // keep compilers that support two-phase lookup happy.
Chris@16 337 #include <boost/math/distributions/detail/derived_accessors.hpp>
Chris@16 338
Chris@16 339 #endif // BOOST_STATS_STUDENTS_T_HPP
Chris@16 340
Chris@16 341