Mercurial > hg > vamp-build-and-test
comparison DEPENDENCIES/generic/include/boost/math/distributions/cauchy.hpp @ 16:2665513ce2d3
Add boost headers
author | Chris Cannam |
---|---|
date | Tue, 05 Aug 2014 11:11:38 +0100 |
parents | |
children |
comparison
equal
deleted
inserted
replaced
15:663ca0da4350 | 16:2665513ce2d3 |
---|---|
1 // Copyright John Maddock 2006, 2007. | |
2 // Copyright Paul A. Bristow 2007. | |
3 | |
4 // Use, modification and distribution are subject to the | |
5 // Boost Software License, Version 1.0. (See accompanying file | |
6 // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) | |
7 | |
8 #ifndef BOOST_STATS_CAUCHY_HPP | |
9 #define BOOST_STATS_CAUCHY_HPP | |
10 | |
11 #ifdef _MSC_VER | |
12 #pragma warning(push) | |
13 #pragma warning(disable : 4127) // conditional expression is constant | |
14 #endif | |
15 | |
16 #include <boost/math/distributions/fwd.hpp> | |
17 #include <boost/math/constants/constants.hpp> | |
18 #include <boost/math/distributions/complement.hpp> | |
19 #include <boost/math/distributions/detail/common_error_handling.hpp> | |
20 #include <boost/config/no_tr1/cmath.hpp> | |
21 | |
22 #include <utility> | |
23 | |
24 namespace boost{ namespace math | |
25 { | |
26 | |
27 template <class RealType, class Policy> | |
28 class cauchy_distribution; | |
29 | |
30 namespace detail | |
31 { | |
32 | |
33 template <class RealType, class Policy> | |
34 RealType cdf_imp(const cauchy_distribution<RealType, Policy>& dist, const RealType& x, bool complement) | |
35 { | |
36 // | |
37 // This calculates the cdf of the Cauchy distribution and/or its complement. | |
38 // | |
39 // The usual formula for the Cauchy cdf is: | |
40 // | |
41 // cdf = 0.5 + atan(x)/pi | |
42 // | |
43 // But that suffers from cancellation error as x -> -INF. | |
44 // | |
45 // Recall that for x < 0: | |
46 // | |
47 // atan(x) = -pi/2 - atan(1/x) | |
48 // | |
49 // Substituting into the above we get: | |
50 // | |
51 // CDF = -atan(1/x) ; x < 0 | |
52 // | |
53 // So the proceedure is to calculate the cdf for -fabs(x) | |
54 // using the above formula, and then subtract from 1 when required | |
55 // to get the result. | |
56 // | |
57 BOOST_MATH_STD_USING // for ADL of std functions | |
58 static const char* function = "boost::math::cdf(cauchy<%1%>&, %1%)"; | |
59 RealType result = 0; | |
60 RealType location = dist.location(); | |
61 RealType scale = dist.scale(); | |
62 if(false == detail::check_location(function, location, &result, Policy())) | |
63 { | |
64 return result; | |
65 } | |
66 if(false == detail::check_scale(function, scale, &result, Policy())) | |
67 { | |
68 return result; | |
69 } | |
70 if(std::numeric_limits<RealType>::has_infinity && x == std::numeric_limits<RealType>::infinity()) | |
71 { // cdf +infinity is unity. | |
72 return static_cast<RealType>((complement) ? 0 : 1); | |
73 } | |
74 if(std::numeric_limits<RealType>::has_infinity && x == -std::numeric_limits<RealType>::infinity()) | |
75 { // cdf -infinity is zero. | |
76 return static_cast<RealType>((complement) ? 1 : 0); | |
77 } | |
78 if(false == detail::check_x(function, x, &result, Policy())) | |
79 { // Catches x == NaN | |
80 return result; | |
81 } | |
82 RealType mx = -fabs((x - location) / scale); // scale is > 0 | |
83 if(mx > -tools::epsilon<RealType>() / 8) | |
84 { // special case first: x extremely close to location. | |
85 return 0.5; | |
86 } | |
87 result = -atan(1 / mx) / constants::pi<RealType>(); | |
88 return (((x > location) != complement) ? 1 - result : result); | |
89 } // cdf | |
90 | |
91 template <class RealType, class Policy> | |
92 RealType quantile_imp( | |
93 const cauchy_distribution<RealType, Policy>& dist, | |
94 const RealType& p, | |
95 bool complement) | |
96 { | |
97 // This routine implements the quantile for the Cauchy distribution, | |
98 // the value p may be the probability, or its complement if complement=true. | |
99 // | |
100 // The procedure first performs argument reduction on p to avoid error | |
101 // when calculating the tangent, then calulates the distance from the | |
102 // mid-point of the distribution. This is either added or subtracted | |
103 // from the location parameter depending on whether `complement` is true. | |
104 // | |
105 static const char* function = "boost::math::quantile(cauchy<%1%>&, %1%)"; | |
106 BOOST_MATH_STD_USING // for ADL of std functions | |
107 | |
108 RealType result = 0; | |
109 RealType location = dist.location(); | |
110 RealType scale = dist.scale(); | |
111 if(false == detail::check_location(function, location, &result, Policy())) | |
112 { | |
113 return result; | |
114 } | |
115 if(false == detail::check_scale(function, scale, &result, Policy())) | |
116 { | |
117 return result; | |
118 } | |
119 if(false == detail::check_probability(function, p, &result, Policy())) | |
120 { | |
121 return result; | |
122 } | |
123 // Special cases: | |
124 if(p == 1) | |
125 { | |
126 return (complement ? -1 : 1) * policies::raise_overflow_error<RealType>(function, 0, Policy()); | |
127 } | |
128 if(p == 0) | |
129 { | |
130 return (complement ? 1 : -1) * policies::raise_overflow_error<RealType>(function, 0, Policy()); | |
131 } | |
132 | |
133 RealType P = p - floor(p); // argument reduction of p: | |
134 if(P > 0.5) | |
135 { | |
136 P = P - 1; | |
137 } | |
138 if(P == 0.5) // special case: | |
139 { | |
140 return location; | |
141 } | |
142 result = -scale / tan(constants::pi<RealType>() * P); | |
143 return complement ? RealType(location - result) : RealType(location + result); | |
144 } // quantile | |
145 | |
146 } // namespace detail | |
147 | |
148 template <class RealType = double, class Policy = policies::policy<> > | |
149 class cauchy_distribution | |
150 { | |
151 public: | |
152 typedef RealType value_type; | |
153 typedef Policy policy_type; | |
154 | |
155 cauchy_distribution(RealType l_location = 0, RealType l_scale = 1) | |
156 : m_a(l_location), m_hg(l_scale) | |
157 { | |
158 static const char* function = "boost::math::cauchy_distribution<%1%>::cauchy_distribution"; | |
159 RealType result; | |
160 detail::check_location(function, l_location, &result, Policy()); | |
161 detail::check_scale(function, l_scale, &result, Policy()); | |
162 } // cauchy_distribution | |
163 | |
164 RealType location()const | |
165 { | |
166 return m_a; | |
167 } | |
168 RealType scale()const | |
169 { | |
170 return m_hg; | |
171 } | |
172 | |
173 private: | |
174 RealType m_a; // The location, this is the median of the distribution. | |
175 RealType m_hg; // The scale )or shape), this is the half width at half height. | |
176 }; | |
177 | |
178 typedef cauchy_distribution<double> cauchy; | |
179 | |
180 template <class RealType, class Policy> | |
181 inline const std::pair<RealType, RealType> range(const cauchy_distribution<RealType, Policy>&) | |
182 { // Range of permissible values for random variable x. | |
183 if (std::numeric_limits<RealType>::has_infinity) | |
184 { | |
185 return std::pair<RealType, RealType>(-std::numeric_limits<RealType>::infinity(), std::numeric_limits<RealType>::infinity()); // - to + infinity. | |
186 } | |
187 else | |
188 { // Can only use max_value. | |
189 using boost::math::tools::max_value; | |
190 return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>()); // - to + max. | |
191 } | |
192 } | |
193 | |
194 template <class RealType, class Policy> | |
195 inline const std::pair<RealType, RealType> support(const cauchy_distribution<RealType, Policy>& ) | |
196 { // Range of supported values for random variable x. | |
197 // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero. | |
198 if (std::numeric_limits<RealType>::has_infinity) | |
199 { | |
200 return std::pair<RealType, RealType>(-std::numeric_limits<RealType>::infinity(), std::numeric_limits<RealType>::infinity()); // - to + infinity. | |
201 } | |
202 else | |
203 { // Can only use max_value. | |
204 using boost::math::tools::max_value; | |
205 return std::pair<RealType, RealType>(-tools::max_value<RealType>(), max_value<RealType>()); // - to + max. | |
206 } | |
207 } | |
208 | |
209 template <class RealType, class Policy> | |
210 inline RealType pdf(const cauchy_distribution<RealType, Policy>& dist, const RealType& x) | |
211 { | |
212 BOOST_MATH_STD_USING // for ADL of std functions | |
213 | |
214 static const char* function = "boost::math::pdf(cauchy<%1%>&, %1%)"; | |
215 RealType result = 0; | |
216 RealType location = dist.location(); | |
217 RealType scale = dist.scale(); | |
218 if(false == detail::check_scale("boost::math::pdf(cauchy<%1%>&, %1%)", scale, &result, Policy())) | |
219 { | |
220 return result; | |
221 } | |
222 if(false == detail::check_location("boost::math::pdf(cauchy<%1%>&, %1%)", location, &result, Policy())) | |
223 { | |
224 return result; | |
225 } | |
226 if((boost::math::isinf)(x)) | |
227 { | |
228 return 0; // pdf + and - infinity is zero. | |
229 } | |
230 // These produce MSVC 4127 warnings, so the above used instead. | |
231 //if(std::numeric_limits<RealType>::has_infinity && abs(x) == std::numeric_limits<RealType>::infinity()) | |
232 //{ // pdf + and - infinity is zero. | |
233 // return 0; | |
234 //} | |
235 | |
236 if(false == detail::check_x(function, x, &result, Policy())) | |
237 { // Catches x = NaN | |
238 return result; | |
239 } | |
240 | |
241 RealType xs = (x - location) / scale; | |
242 result = 1 / (constants::pi<RealType>() * scale * (1 + xs * xs)); | |
243 return result; | |
244 } // pdf | |
245 | |
246 template <class RealType, class Policy> | |
247 inline RealType cdf(const cauchy_distribution<RealType, Policy>& dist, const RealType& x) | |
248 { | |
249 return detail::cdf_imp(dist, x, false); | |
250 } // cdf | |
251 | |
252 template <class RealType, class Policy> | |
253 inline RealType quantile(const cauchy_distribution<RealType, Policy>& dist, const RealType& p) | |
254 { | |
255 return detail::quantile_imp(dist, p, false); | |
256 } // quantile | |
257 | |
258 template <class RealType, class Policy> | |
259 inline RealType cdf(const complemented2_type<cauchy_distribution<RealType, Policy>, RealType>& c) | |
260 { | |
261 return detail::cdf_imp(c.dist, c.param, true); | |
262 } // cdf complement | |
263 | |
264 template <class RealType, class Policy> | |
265 inline RealType quantile(const complemented2_type<cauchy_distribution<RealType, Policy>, RealType>& c) | |
266 { | |
267 return detail::quantile_imp(c.dist, c.param, true); | |
268 } // quantile complement | |
269 | |
270 template <class RealType, class Policy> | |
271 inline RealType mean(const cauchy_distribution<RealType, Policy>&) | |
272 { // There is no mean: | |
273 typedef typename Policy::assert_undefined_type assert_type; | |
274 BOOST_STATIC_ASSERT(assert_type::value == 0); | |
275 | |
276 return policies::raise_domain_error<RealType>( | |
277 "boost::math::mean(cauchy<%1%>&)", | |
278 "The Cauchy distribution does not have a mean: " | |
279 "the only possible return value is %1%.", | |
280 std::numeric_limits<RealType>::quiet_NaN(), Policy()); | |
281 } | |
282 | |
283 template <class RealType, class Policy> | |
284 inline RealType variance(const cauchy_distribution<RealType, Policy>& /*dist*/) | |
285 { | |
286 // There is no variance: | |
287 typedef typename Policy::assert_undefined_type assert_type; | |
288 BOOST_STATIC_ASSERT(assert_type::value == 0); | |
289 | |
290 return policies::raise_domain_error<RealType>( | |
291 "boost::math::variance(cauchy<%1%>&)", | |
292 "The Cauchy distribution does not have a variance: " | |
293 "the only possible return value is %1%.", | |
294 std::numeric_limits<RealType>::quiet_NaN(), Policy()); | |
295 } | |
296 | |
297 template <class RealType, class Policy> | |
298 inline RealType mode(const cauchy_distribution<RealType, Policy>& dist) | |
299 { | |
300 return dist.location(); | |
301 } | |
302 | |
303 template <class RealType, class Policy> | |
304 inline RealType median(const cauchy_distribution<RealType, Policy>& dist) | |
305 { | |
306 return dist.location(); | |
307 } | |
308 template <class RealType, class Policy> | |
309 inline RealType skewness(const cauchy_distribution<RealType, Policy>& /*dist*/) | |
310 { | |
311 // There is no skewness: | |
312 typedef typename Policy::assert_undefined_type assert_type; | |
313 BOOST_STATIC_ASSERT(assert_type::value == 0); | |
314 | |
315 return policies::raise_domain_error<RealType>( | |
316 "boost::math::skewness(cauchy<%1%>&)", | |
317 "The Cauchy distribution does not have a skewness: " | |
318 "the only possible return value is %1%.", | |
319 std::numeric_limits<RealType>::quiet_NaN(), Policy()); // infinity? | |
320 } | |
321 | |
322 template <class RealType, class Policy> | |
323 inline RealType kurtosis(const cauchy_distribution<RealType, Policy>& /*dist*/) | |
324 { | |
325 // There is no kurtosis: | |
326 typedef typename Policy::assert_undefined_type assert_type; | |
327 BOOST_STATIC_ASSERT(assert_type::value == 0); | |
328 | |
329 return policies::raise_domain_error<RealType>( | |
330 "boost::math::kurtosis(cauchy<%1%>&)", | |
331 "The Cauchy distribution does not have a kurtosis: " | |
332 "the only possible return value is %1%.", | |
333 std::numeric_limits<RealType>::quiet_NaN(), Policy()); | |
334 } | |
335 | |
336 template <class RealType, class Policy> | |
337 inline RealType kurtosis_excess(const cauchy_distribution<RealType, Policy>& /*dist*/) | |
338 { | |
339 // There is no kurtosis excess: | |
340 typedef typename Policy::assert_undefined_type assert_type; | |
341 BOOST_STATIC_ASSERT(assert_type::value == 0); | |
342 | |
343 return policies::raise_domain_error<RealType>( | |
344 "boost::math::kurtosis_excess(cauchy<%1%>&)", | |
345 "The Cauchy distribution does not have a kurtosis: " | |
346 "the only possible return value is %1%.", | |
347 std::numeric_limits<RealType>::quiet_NaN(), Policy()); | |
348 } | |
349 | |
350 } // namespace math | |
351 } // namespace boost | |
352 | |
353 #ifdef _MSC_VER | |
354 #pragma warning(pop) | |
355 #endif | |
356 | |
357 // This include must be at the end, *after* the accessors | |
358 // for this distribution have been defined, in order to | |
359 // keep compilers that support two-phase lookup happy. | |
360 #include <boost/math/distributions/detail/derived_accessors.hpp> | |
361 | |
362 #endif // BOOST_STATS_CAUCHY_HPP |