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