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 
20 namespace boost{ namespace math
21 {
22 namespace detail
23 {
24 
25 template <class RealType, class Policy>
check_gamma_shape(const char * function,RealType shape,RealType * result,const Policy & pol)26 inline 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 
41 template <class RealType, class Policy>
check_gamma_x(const char * function,RealType const & x,RealType * result,const Policy & pol)42 inline 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 
57 template <class RealType, class Policy>
check_gamma(const char * function,RealType scale,RealType shape,RealType * result,const Policy & pol)58 inline 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 
69 template <class RealType = double, class Policy = policies::policy<> >
70 class gamma_distribution
71 {
72 public:
73    typedef RealType value_type;
74    typedef Policy policy_type;
75 
gamma_distribution(RealType l_shape,RealType l_scale=1)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 
shape() const83    RealType shape()const
84    {
85       return m_shape;
86    }
87 
scale() const88    RealType scale()const
89    {
90       return m_scale;
91    }
92 private:
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 
102 template <class RealType, class Policy>
range(const gamma_distribution<RealType,Policy> &)103 inline 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 
109 template <class RealType, class Policy>
support(const gamma_distribution<RealType,Policy> &)110 inline 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 
118 template <class RealType, class Policy>
pdf(const gamma_distribution<RealType,Policy> & dist,const RealType & x)119 inline 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 
142 template <class RealType, class Policy>
cdf(const gamma_distribution<RealType,Policy> & dist,const RealType & x)143 inline 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 
162 template <class RealType, class Policy>
quantile(const gamma_distribution<RealType,Policy> & dist,const RealType & p)163 inline 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 
186 template <class RealType, class Policy>
cdf(const complemented2_type<gamma_distribution<RealType,Policy>,RealType> & c)187 inline 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 
207 template <class RealType, class Policy>
quantile(const complemented2_type<gamma_distribution<RealType,Policy>,RealType> & c)208 inline 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 
232 template <class RealType, class Policy>
mean(const gamma_distribution<RealType,Policy> & dist)233 inline 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 
250 template <class RealType, class Policy>
variance(const gamma_distribution<RealType,Policy> & dist)251 inline 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 
268 template <class RealType, class Policy>
mode(const gamma_distribution<RealType,Policy> & dist)269 inline 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 
297 template <class RealType, class Policy>
skewness(const gamma_distribution<RealType,Policy> & dist)298 inline 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 
315 template <class RealType, class Policy>
kurtosis_excess(const gamma_distribution<RealType,Policy> & dist)316 inline 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 
333 template <class RealType, class Policy>
kurtosis(const gamma_distribution<RealType,Policy> & dist)334 inline 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 
350