Chris@16
|
1 /* boost random/lognormal_distribution.hpp header file
|
Chris@16
|
2 *
|
Chris@16
|
3 * Copyright Jens Maurer 2000-2001
|
Chris@16
|
4 * Copyright Steven Watanabe 2011
|
Chris@16
|
5 * Distributed under the Boost Software License, Version 1.0. (See
|
Chris@16
|
6 * accompanying file LICENSE_1_0.txt or copy at
|
Chris@16
|
7 * http://www.boost.org/LICENSE_1_0.txt)
|
Chris@16
|
8 *
|
Chris@16
|
9 * See http://www.boost.org for most recent version including documentation.
|
Chris@16
|
10 *
|
Chris@101
|
11 * $Id$
|
Chris@16
|
12 *
|
Chris@16
|
13 * Revision history
|
Chris@16
|
14 * 2001-02-18 moved to individual header files
|
Chris@16
|
15 */
|
Chris@16
|
16
|
Chris@16
|
17 #ifndef BOOST_RANDOM_LOGNORMAL_DISTRIBUTION_HPP
|
Chris@16
|
18 #define BOOST_RANDOM_LOGNORMAL_DISTRIBUTION_HPP
|
Chris@16
|
19
|
Chris@16
|
20 #include <boost/config/no_tr1/cmath.hpp> // std::exp, std::sqrt
|
Chris@16
|
21 #include <cassert>
|
Chris@16
|
22 #include <iosfwd>
|
Chris@16
|
23 #include <istream>
|
Chris@16
|
24 #include <boost/limits.hpp>
|
Chris@16
|
25 #include <boost/random/detail/config.hpp>
|
Chris@16
|
26 #include <boost/random/detail/operators.hpp>
|
Chris@16
|
27 #include <boost/random/normal_distribution.hpp>
|
Chris@16
|
28
|
Chris@16
|
29 namespace boost {
|
Chris@16
|
30 namespace random {
|
Chris@16
|
31
|
Chris@16
|
32 /**
|
Chris@16
|
33 * Instantiations of class template lognormal_distribution model a
|
Chris@16
|
34 * \random_distribution. Such a distribution produces random numbers
|
Chris@16
|
35 * with \f$\displaystyle p(x) = \frac{1}{x s \sqrt{2\pi}} e^{\frac{-\left(\log(x)-m\right)^2}{2s^2}}\f$
|
Chris@16
|
36 * for x > 0.
|
Chris@16
|
37 *
|
Chris@16
|
38 * @xmlwarning
|
Chris@16
|
39 * This distribution has been updated to match the C++ standard.
|
Chris@16
|
40 * Its behavior has changed from the original
|
Chris@16
|
41 * boost::lognormal_distribution. A backwards compatible
|
Chris@16
|
42 * version is provided in namespace boost.
|
Chris@16
|
43 * @endxmlwarning
|
Chris@16
|
44 */
|
Chris@16
|
45 template<class RealType = double>
|
Chris@16
|
46 class lognormal_distribution
|
Chris@16
|
47 {
|
Chris@16
|
48 public:
|
Chris@16
|
49 typedef typename normal_distribution<RealType>::input_type input_type;
|
Chris@16
|
50 typedef RealType result_type;
|
Chris@16
|
51
|
Chris@16
|
52 class param_type
|
Chris@16
|
53 {
|
Chris@16
|
54 public:
|
Chris@16
|
55
|
Chris@16
|
56 typedef lognormal_distribution distribution_type;
|
Chris@16
|
57
|
Chris@16
|
58 /** Constructs the parameters of a lognormal_distribution. */
|
Chris@16
|
59 explicit param_type(RealType m_arg = RealType(0.0),
|
Chris@16
|
60 RealType s_arg = RealType(1.0))
|
Chris@16
|
61 : _m(m_arg), _s(s_arg) {}
|
Chris@16
|
62
|
Chris@16
|
63 /** Returns the "m" parameter of the distribution. */
|
Chris@16
|
64 RealType m() const { return _m; }
|
Chris@16
|
65
|
Chris@16
|
66 /** Returns the "s" parameter of the distribution. */
|
Chris@16
|
67 RealType s() const { return _s; }
|
Chris@16
|
68
|
Chris@16
|
69 /** Writes the parameters to a std::ostream. */
|
Chris@16
|
70 BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, param_type, parm)
|
Chris@16
|
71 {
|
Chris@16
|
72 os << parm._m << " " << parm._s;
|
Chris@16
|
73 return os;
|
Chris@16
|
74 }
|
Chris@16
|
75
|
Chris@16
|
76 /** Reads the parameters from a std::istream. */
|
Chris@16
|
77 BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, param_type, parm)
|
Chris@16
|
78 {
|
Chris@16
|
79 is >> parm._m >> std::ws >> parm._s;
|
Chris@16
|
80 return is;
|
Chris@16
|
81 }
|
Chris@16
|
82
|
Chris@16
|
83 /** Returns true if the two sets of parameters are equal. */
|
Chris@16
|
84 BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(param_type, lhs, rhs)
|
Chris@16
|
85 { return lhs._m == rhs._m && lhs._s == rhs._s; }
|
Chris@16
|
86
|
Chris@16
|
87 /** Returns true if the two sets of parameters are different. */
|
Chris@16
|
88 BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(param_type)
|
Chris@16
|
89
|
Chris@16
|
90 private:
|
Chris@16
|
91 RealType _m;
|
Chris@16
|
92 RealType _s;
|
Chris@16
|
93 };
|
Chris@16
|
94
|
Chris@16
|
95 /**
|
Chris@16
|
96 * Constructs a lognormal_distribution. @c m and @c s are the
|
Chris@16
|
97 * parameters of the distribution.
|
Chris@16
|
98 */
|
Chris@16
|
99 explicit lognormal_distribution(RealType m_arg = RealType(0.0),
|
Chris@16
|
100 RealType s_arg = RealType(1.0))
|
Chris@16
|
101 : _normal(m_arg, s_arg) {}
|
Chris@16
|
102
|
Chris@16
|
103 /**
|
Chris@16
|
104 * Constructs a lognormal_distribution from its parameters.
|
Chris@16
|
105 */
|
Chris@16
|
106 explicit lognormal_distribution(const param_type& parm)
|
Chris@16
|
107 : _normal(parm.m(), parm.s()) {}
|
Chris@16
|
108
|
Chris@16
|
109 // compiler-generated copy ctor and assignment operator are fine
|
Chris@16
|
110
|
Chris@16
|
111 /** Returns the m parameter of the distribution. */
|
Chris@16
|
112 RealType m() const { return _normal.mean(); }
|
Chris@16
|
113 /** Returns the s parameter of the distribution. */
|
Chris@16
|
114 RealType s() const { return _normal.sigma(); }
|
Chris@16
|
115
|
Chris@16
|
116 /** Returns the smallest value that the distribution can produce. */
|
Chris@16
|
117 RealType min BOOST_PREVENT_MACRO_SUBSTITUTION () const
|
Chris@16
|
118 { return RealType(0); }
|
Chris@16
|
119 /** Returns the largest value that the distribution can produce. */
|
Chris@16
|
120 RealType max BOOST_PREVENT_MACRO_SUBSTITUTION () const
|
Chris@16
|
121 { return (std::numeric_limits<RealType>::infinity)(); }
|
Chris@16
|
122
|
Chris@16
|
123 /** Returns the parameters of the distribution. */
|
Chris@16
|
124 param_type param() const { return param_type(m(), s()); }
|
Chris@16
|
125 /** Sets the parameters of the distribution. */
|
Chris@16
|
126 void param(const param_type& parm)
|
Chris@16
|
127 {
|
Chris@16
|
128 typedef normal_distribution<RealType> normal_type;
|
Chris@16
|
129 typename normal_type::param_type normal_param(parm.m(), parm.s());
|
Chris@16
|
130 _normal.param(normal_param);
|
Chris@16
|
131 }
|
Chris@16
|
132
|
Chris@16
|
133 /**
|
Chris@16
|
134 * Effects: Subsequent uses of the distribution do not depend
|
Chris@16
|
135 * on values produced by any engine prior to invoking reset.
|
Chris@16
|
136 */
|
Chris@16
|
137 void reset() { _normal.reset(); }
|
Chris@16
|
138
|
Chris@16
|
139 /**
|
Chris@16
|
140 * Returns a random variate distributed according to the
|
Chris@16
|
141 * lognormal distribution.
|
Chris@16
|
142 */
|
Chris@16
|
143 template<class Engine>
|
Chris@16
|
144 result_type operator()(Engine& eng)
|
Chris@16
|
145 {
|
Chris@16
|
146 using std::exp;
|
Chris@16
|
147 return exp(_normal(eng));
|
Chris@16
|
148 }
|
Chris@16
|
149
|
Chris@16
|
150 /**
|
Chris@16
|
151 * Returns a random variate distributed according to the
|
Chris@16
|
152 * lognormal distribution with parameters specified by param.
|
Chris@16
|
153 */
|
Chris@16
|
154 template<class Engine>
|
Chris@16
|
155 result_type operator()(Engine& eng, const param_type& parm)
|
Chris@16
|
156 { return lognormal_distribution(parm)(eng); }
|
Chris@16
|
157
|
Chris@16
|
158 /** Writes the distribution to a @c std::ostream. */
|
Chris@16
|
159 BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, lognormal_distribution, ld)
|
Chris@16
|
160 {
|
Chris@16
|
161 os << ld._normal;
|
Chris@16
|
162 return os;
|
Chris@16
|
163 }
|
Chris@16
|
164
|
Chris@16
|
165 /** Reads the distribution from a @c std::istream. */
|
Chris@16
|
166 BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, lognormal_distribution, ld)
|
Chris@16
|
167 {
|
Chris@16
|
168 is >> ld._normal;
|
Chris@16
|
169 return is;
|
Chris@16
|
170 }
|
Chris@16
|
171
|
Chris@16
|
172 /**
|
Chris@16
|
173 * Returns true if the two distributions will produce identical
|
Chris@16
|
174 * sequences of values given equal generators.
|
Chris@16
|
175 */
|
Chris@16
|
176 BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(lognormal_distribution, lhs, rhs)
|
Chris@16
|
177 { return lhs._normal == rhs._normal; }
|
Chris@16
|
178
|
Chris@16
|
179 /**
|
Chris@16
|
180 * Returns true if the two distributions may produce different
|
Chris@16
|
181 * sequences of values given equal generators.
|
Chris@16
|
182 */
|
Chris@16
|
183 BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(lognormal_distribution)
|
Chris@16
|
184
|
Chris@16
|
185 private:
|
Chris@16
|
186 normal_distribution<result_type> _normal;
|
Chris@16
|
187 };
|
Chris@16
|
188
|
Chris@16
|
189 } // namespace random
|
Chris@16
|
190
|
Chris@16
|
191 /// \cond show_deprecated
|
Chris@16
|
192
|
Chris@16
|
193 /**
|
Chris@16
|
194 * Provided for backwards compatibility. This class is
|
Chris@16
|
195 * deprecated. It provides the old behavior of lognormal_distribution with
|
Chris@16
|
196 * \f$\displaystyle p(x) = \frac{1}{x \sigma_N \sqrt{2\pi}} e^{\frac{-\left(\log(x)-\mu_N\right)^2}{2\sigma_N^2}}\f$
|
Chris@16
|
197 * for x > 0, where \f$\displaystyle \mu_N = \log\left(\frac{\mu^2}{\sqrt{\sigma^2 + \mu^2}}\right)\f$ and
|
Chris@16
|
198 * \f$\displaystyle \sigma_N = \sqrt{\log\left(1 + \frac{\sigma^2}{\mu^2}\right)}\f$.
|
Chris@16
|
199 */
|
Chris@16
|
200 template<class RealType = double>
|
Chris@16
|
201 class lognormal_distribution
|
Chris@16
|
202 {
|
Chris@16
|
203 public:
|
Chris@16
|
204 typedef typename normal_distribution<RealType>::input_type input_type;
|
Chris@16
|
205 typedef RealType result_type;
|
Chris@16
|
206
|
Chris@16
|
207 lognormal_distribution(RealType mean_arg = RealType(1.0),
|
Chris@16
|
208 RealType sigma_arg = RealType(1.0))
|
Chris@16
|
209 : _mean(mean_arg), _sigma(sigma_arg)
|
Chris@16
|
210 {
|
Chris@16
|
211 init();
|
Chris@16
|
212 }
|
Chris@16
|
213 RealType mean() const { return _mean; }
|
Chris@16
|
214 RealType sigma() const { return _sigma; }
|
Chris@16
|
215 void reset() { _normal.reset(); }
|
Chris@16
|
216 template<class Engine>
|
Chris@16
|
217 RealType operator()(Engine& eng)
|
Chris@16
|
218 {
|
Chris@16
|
219 using std::exp;
|
Chris@16
|
220 return exp(_normal(eng) * _nsigma + _nmean);
|
Chris@16
|
221 }
|
Chris@16
|
222 BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, lognormal_distribution, ld)
|
Chris@16
|
223 {
|
Chris@16
|
224 os << ld._normal << " " << ld._mean << " " << ld._sigma;
|
Chris@16
|
225 return os;
|
Chris@16
|
226 }
|
Chris@16
|
227 BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, lognormal_distribution, ld)
|
Chris@16
|
228 {
|
Chris@16
|
229 is >> ld._normal >> std::ws >> ld._mean >> std::ws >> ld._sigma;
|
Chris@16
|
230 ld.init();
|
Chris@16
|
231 return is;
|
Chris@16
|
232 }
|
Chris@16
|
233 private:
|
Chris@16
|
234 /// \cond show_private
|
Chris@16
|
235 void init()
|
Chris@16
|
236 {
|
Chris@16
|
237 using std::log;
|
Chris@16
|
238 using std::sqrt;
|
Chris@16
|
239 _nmean = log(_mean*_mean/sqrt(_sigma*_sigma + _mean*_mean));
|
Chris@16
|
240 _nsigma = sqrt(log(_sigma*_sigma/_mean/_mean+result_type(1)));
|
Chris@16
|
241 }
|
Chris@16
|
242 RealType _mean;
|
Chris@16
|
243 RealType _sigma;
|
Chris@16
|
244 RealType _nmean;
|
Chris@16
|
245 RealType _nsigma;
|
Chris@16
|
246 normal_distribution<RealType> _normal;
|
Chris@16
|
247 /// \endcond
|
Chris@16
|
248 };
|
Chris@16
|
249
|
Chris@16
|
250 /// \endcond
|
Chris@16
|
251
|
Chris@16
|
252 } // namespace boost
|
Chris@16
|
253
|
Chris@16
|
254 #endif // BOOST_RANDOM_LOGNORMAL_DISTRIBUTION_HPP
|