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