annotate DEPENDENCIES/generic/include/boost/math/distributions/logistic.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 2008 Gautam Sewani
Chris@16 2 //
Chris@16 3 // Use, modification and distribution are subject to the
Chris@16 4 // Boost Software License, Version 1.0.
Chris@16 5 // (See accompanying file LICENSE_1_0.txt
Chris@16 6 // or copy at http://www.boost.org/LICENSE_1_0.txt)
Chris@16 7
Chris@16 8 #ifndef BOOST_MATH_DISTRIBUTIONS_LOGISTIC
Chris@16 9 #define BOOST_MATH_DISTRIBUTIONS_LOGISTIC
Chris@16 10
Chris@16 11 #include <boost/math/distributions/fwd.hpp>
Chris@16 12 #include <boost/math/distributions/detail/common_error_handling.hpp>
Chris@16 13 #include <boost/math/distributions/complement.hpp>
Chris@16 14 #include <boost/math/special_functions/log1p.hpp>
Chris@16 15 #include <boost/math/constants/constants.hpp>
Chris@16 16 #include <utility>
Chris@16 17
Chris@16 18 namespace boost { namespace math {
Chris@16 19
Chris@16 20 template <class RealType = double, class Policy = policies::policy<> >
Chris@16 21 class logistic_distribution
Chris@16 22 {
Chris@16 23 public:
Chris@16 24 typedef RealType value_type;
Chris@16 25 typedef Policy policy_type;
Chris@16 26
Chris@16 27 logistic_distribution(RealType l_location=0, RealType l_scale=1) // Constructor.
Chris@16 28 : m_location(l_location), m_scale(l_scale)
Chris@16 29 {
Chris@16 30 static const char* function = "boost::math::logistic_distribution<%1%>::logistic_distribution";
Chris@16 31
Chris@16 32 RealType result;
Chris@16 33 detail::check_scale(function, l_scale, &result, Policy());
Chris@16 34 detail::check_location(function, l_location, &result, Policy());
Chris@16 35 }
Chris@16 36 // Accessor functions.
Chris@16 37 RealType scale()const
Chris@16 38 {
Chris@16 39 return m_scale;
Chris@16 40 }
Chris@16 41
Chris@16 42 RealType location()const
Chris@16 43 {
Chris@16 44 return m_location;
Chris@16 45 }
Chris@16 46 private:
Chris@16 47 // Data members:
Chris@16 48 RealType m_location; // distribution location aka mu.
Chris@16 49 RealType m_scale; // distribution scale aka s.
Chris@16 50 }; // class logistic_distribution
Chris@16 51
Chris@16 52
Chris@16 53 typedef logistic_distribution<double> logistic;
Chris@16 54
Chris@16 55 template <class RealType, class Policy>
Chris@16 56 inline const std::pair<RealType, RealType> range(const logistic_distribution<RealType, Policy>& /* dist */)
Chris@16 57 { // Range of permissible values for random variable x.
Chris@16 58 using boost::math::tools::max_value;
Chris@16 59 return std::pair<RealType, RealType>(
Chris@16 60 std::numeric_limits<RealType>::has_infinity ? -std::numeric_limits<RealType>::infinity() : -max_value<RealType>(),
Chris@16 61 std::numeric_limits<RealType>::has_infinity ? std::numeric_limits<RealType>::infinity() : max_value<RealType>());
Chris@16 62 }
Chris@16 63
Chris@16 64 template <class RealType, class Policy>
Chris@16 65 inline const std::pair<RealType, RealType> support(const logistic_distribution<RealType, Policy>& /* dist */)
Chris@16 66 { // Range of supported values for random variable x.
Chris@16 67 // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero.
Chris@16 68 using boost::math::tools::max_value;
Chris@16 69 return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>()); // - to + infinity
Chris@16 70 }
Chris@16 71
Chris@16 72 template <class RealType, class Policy>
Chris@16 73 inline RealType pdf(const logistic_distribution<RealType, Policy>& dist, const RealType& x)
Chris@16 74 {
Chris@16 75 static const char* function = "boost::math::pdf(const logistic_distribution<%1%>&, %1%)";
Chris@16 76 RealType scale = dist.scale();
Chris@16 77 RealType location = dist.location();
Chris@16 78 RealType result = 0;
Chris@16 79
Chris@16 80 if(false == detail::check_scale(function, scale , &result, Policy()))
Chris@16 81 {
Chris@16 82 return result;
Chris@16 83 }
Chris@16 84 if(false == detail::check_location(function, location, &result, Policy()))
Chris@16 85 {
Chris@16 86 return result;
Chris@16 87 }
Chris@16 88
Chris@16 89 if((boost::math::isinf)(x))
Chris@16 90 {
Chris@16 91 return 0; // pdf + and - infinity is zero.
Chris@16 92 }
Chris@16 93
Chris@16 94 if(false == detail::check_x(function, x, &result, Policy()))
Chris@16 95 {
Chris@16 96 return result;
Chris@16 97 }
Chris@16 98
Chris@16 99 BOOST_MATH_STD_USING
Chris@16 100 RealType exp_term = (location - x) / scale;
Chris@16 101 if(fabs(exp_term) > tools::log_max_value<RealType>())
Chris@16 102 return 0;
Chris@16 103 exp_term = exp(exp_term);
Chris@16 104 if((exp_term * scale > 1) && (exp_term > tools::max_value<RealType>() / (scale * exp_term)))
Chris@16 105 return 1 / (scale * exp_term);
Chris@16 106 return (exp_term) / (scale * (1 + exp_term) * (1 + exp_term));
Chris@16 107 }
Chris@16 108
Chris@16 109 template <class RealType, class Policy>
Chris@16 110 inline RealType cdf(const logistic_distribution<RealType, Policy>& dist, const RealType& x)
Chris@16 111 {
Chris@16 112 RealType scale = dist.scale();
Chris@16 113 RealType location = dist.location();
Chris@16 114 RealType result = 0; // of checks.
Chris@16 115 static const char* function = "boost::math::cdf(const logistic_distribution<%1%>&, %1%)";
Chris@16 116 if(false == detail::check_scale(function, scale, &result, Policy()))
Chris@16 117 {
Chris@16 118 return result;
Chris@16 119 }
Chris@16 120 if(false == detail::check_location(function, location, &result, Policy()))
Chris@16 121 {
Chris@16 122 return result;
Chris@16 123 }
Chris@16 124
Chris@16 125 if((boost::math::isinf)(x))
Chris@16 126 {
Chris@16 127 if(x < 0) return 0; // -infinity
Chris@16 128 return 1; // + infinity
Chris@16 129 }
Chris@16 130
Chris@16 131 if(false == detail::check_x(function, x, &result, Policy()))
Chris@16 132 {
Chris@16 133 return result;
Chris@16 134 }
Chris@16 135 BOOST_MATH_STD_USING
Chris@16 136 RealType power = (location - x) / scale;
Chris@16 137 if(power > tools::log_max_value<RealType>())
Chris@16 138 return 0;
Chris@16 139 if(power < -tools::log_max_value<RealType>())
Chris@16 140 return 1;
Chris@16 141 return 1 / (1 + exp(power));
Chris@16 142 }
Chris@16 143
Chris@16 144 template <class RealType, class Policy>
Chris@16 145 inline RealType quantile(const logistic_distribution<RealType, Policy>& dist, const RealType& p)
Chris@16 146 {
Chris@16 147 BOOST_MATH_STD_USING
Chris@16 148 RealType location = dist.location();
Chris@16 149 RealType scale = dist.scale();
Chris@16 150
Chris@16 151 static const char* function = "boost::math::quantile(const logistic_distribution<%1%>&, %1%)";
Chris@16 152
Chris@16 153 RealType result = 0;
Chris@16 154 if(false == detail::check_scale(function, scale, &result, Policy()))
Chris@16 155 return result;
Chris@16 156 if(false == detail::check_location(function, location, &result, Policy()))
Chris@16 157 return result;
Chris@16 158 if(false == detail::check_probability(function, p, &result, Policy()))
Chris@16 159 return result;
Chris@16 160
Chris@16 161 if(p == 0)
Chris@16 162 {
Chris@16 163 return -policies::raise_overflow_error<RealType>(function,"probability argument is 0, must be >0 and <1",Policy());
Chris@16 164 }
Chris@16 165 if(p == 1)
Chris@16 166 {
Chris@16 167 return policies::raise_overflow_error<RealType>(function,"probability argument is 1, must be >0 and <1",Policy());
Chris@16 168 }
Chris@16 169 //Expressions to try
Chris@16 170 //return location+scale*log(p/(1-p));
Chris@16 171 //return location+scale*log1p((2*p-1)/(1-p));
Chris@16 172
Chris@16 173 //return location - scale*log( (1-p)/p);
Chris@16 174 //return location - scale*log1p((1-2*p)/p);
Chris@16 175
Chris@16 176 //return -scale*log(1/p-1) + location;
Chris@16 177 return location - scale * log((1 - p) / p);
Chris@16 178 } // RealType quantile(const logistic_distribution<RealType, Policy>& dist, const RealType& p)
Chris@16 179
Chris@16 180 template <class RealType, class Policy>
Chris@16 181 inline RealType cdf(const complemented2_type<logistic_distribution<RealType, Policy>, RealType>& c)
Chris@16 182 {
Chris@16 183 BOOST_MATH_STD_USING
Chris@16 184 RealType location = c.dist.location();
Chris@16 185 RealType scale = c.dist.scale();
Chris@16 186 RealType x = c.param;
Chris@16 187 static const char* function = "boost::math::cdf(const complement(logistic_distribution<%1%>&), %1%)";
Chris@16 188
Chris@16 189 RealType result = 0;
Chris@16 190 if(false == detail::check_scale(function, scale, &result, Policy()))
Chris@16 191 {
Chris@16 192 return result;
Chris@16 193 }
Chris@16 194 if(false == detail::check_location(function, location, &result, Policy()))
Chris@16 195 {
Chris@16 196 return result;
Chris@16 197 }
Chris@16 198 if((boost::math::isinf)(x))
Chris@16 199 {
Chris@16 200 if(x < 0) return 1; // cdf complement -infinity is unity.
Chris@16 201 return 0; // cdf complement +infinity is zero.
Chris@16 202 }
Chris@16 203 if(false == detail::check_x(function, x, &result, Policy()))
Chris@16 204 {
Chris@16 205 return result;
Chris@16 206 }
Chris@16 207 RealType power = (x - location) / scale;
Chris@16 208 if(power > tools::log_max_value<RealType>())
Chris@16 209 return 0;
Chris@16 210 if(power < -tools::log_max_value<RealType>())
Chris@16 211 return 1;
Chris@16 212 return 1 / (1 + exp(power));
Chris@16 213 }
Chris@16 214
Chris@16 215 template <class RealType, class Policy>
Chris@16 216 inline RealType quantile(const complemented2_type<logistic_distribution<RealType, Policy>, RealType>& c)
Chris@16 217 {
Chris@16 218 BOOST_MATH_STD_USING
Chris@16 219 RealType scale = c.dist.scale();
Chris@16 220 RealType location = c.dist.location();
Chris@16 221 static const char* function = "boost::math::quantile(const complement(logistic_distribution<%1%>&), %1%)";
Chris@16 222 RealType result = 0;
Chris@16 223 if(false == detail::check_scale(function, scale, &result, Policy()))
Chris@16 224 return result;
Chris@16 225 if(false == detail::check_location(function, location, &result, Policy()))
Chris@16 226 return result;
Chris@16 227 RealType q = c.param;
Chris@16 228 if(false == detail::check_probability(function, q, &result, Policy()))
Chris@16 229 return result;
Chris@16 230 using boost::math::tools::max_value;
Chris@16 231
Chris@16 232 if(q == 1)
Chris@16 233 {
Chris@16 234 return -policies::raise_overflow_error<RealType>(function,"probability argument is 1, but must be >0 and <1",Policy());
Chris@16 235 }
Chris@16 236 if(q == 0)
Chris@16 237 {
Chris@16 238 return policies::raise_overflow_error<RealType>(function,"probability argument is 0, but must be >0 and <1",Policy());
Chris@16 239 }
Chris@16 240 //Expressions to try
Chris@16 241 //return location+scale*log((1-q)/q);
Chris@16 242 return location + scale * log((1 - q) / q);
Chris@16 243
Chris@16 244 //return location-scale*log(q/(1-q));
Chris@16 245 //return location-scale*log1p((2*q-1)/(1-q));
Chris@16 246
Chris@16 247 //return location+scale*log(1/q-1);
Chris@16 248 //return location+scale*log1p(1/q-2);
Chris@16 249 }
Chris@16 250
Chris@16 251 template <class RealType, class Policy>
Chris@16 252 inline RealType mean(const logistic_distribution<RealType, Policy>& dist)
Chris@16 253 {
Chris@16 254 return dist.location();
Chris@16 255 } // RealType mean(const logistic_distribution<RealType, Policy>& dist)
Chris@16 256
Chris@16 257 template <class RealType, class Policy>
Chris@16 258 inline RealType variance(const logistic_distribution<RealType, Policy>& dist)
Chris@16 259 {
Chris@16 260 BOOST_MATH_STD_USING
Chris@16 261 RealType scale = dist.scale();
Chris@16 262 return boost::math::constants::pi<RealType>()*boost::math::constants::pi<RealType>()*scale*scale/3;
Chris@16 263 } // RealType variance(const logistic_distribution<RealType, Policy>& dist)
Chris@16 264
Chris@16 265 template <class RealType, class Policy>
Chris@16 266 inline RealType mode(const logistic_distribution<RealType, Policy>& dist)
Chris@16 267 {
Chris@16 268 return dist.location();
Chris@16 269 }
Chris@16 270
Chris@16 271 template <class RealType, class Policy>
Chris@16 272 inline RealType median(const logistic_distribution<RealType, Policy>& dist)
Chris@16 273 {
Chris@16 274 return dist.location();
Chris@16 275 }
Chris@16 276 template <class RealType, class Policy>
Chris@16 277 inline RealType skewness(const logistic_distribution<RealType, Policy>& /*dist*/)
Chris@16 278 {
Chris@16 279 return 0;
Chris@16 280 } // RealType skewness(const logistic_distribution<RealType, Policy>& dist)
Chris@16 281
Chris@16 282 template <class RealType, class Policy>
Chris@16 283 inline RealType kurtosis_excess(const logistic_distribution<RealType, Policy>& /*dist*/)
Chris@16 284 {
Chris@16 285 return static_cast<RealType>(6)/5;
Chris@16 286 } // RealType kurtosis_excess(const logistic_distribution<RealType, Policy>& dist)
Chris@16 287
Chris@16 288 template <class RealType, class Policy>
Chris@16 289 inline RealType kurtosis(const logistic_distribution<RealType, Policy>& dist)
Chris@16 290 {
Chris@16 291 return kurtosis_excess(dist) + 3;
Chris@16 292 } // RealType kurtosis_excess(const logistic_distribution<RealType, Policy>& dist)
Chris@16 293 }}
Chris@16 294
Chris@16 295
Chris@16 296 // Must come at the end:
Chris@16 297 #include <boost/math/distributions/detail/derived_accessors.hpp>
Chris@16 298
Chris@16 299 #endif // BOOST_MATH_DISTRIBUTIONS_LOGISTIC