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_DERIVED_HPP
7 #define BOOST_STATS_DERIVED_HPP
8 
9 // This file implements various common properties of distributions
10 // that can be implemented in terms of other properties:
11 // variance OR standard deviation (see note below),
12 // hazard, cumulative hazard (chf), coefficient_of_variation.
13 //
14 // Note that while both variance and standard_deviation are provided
15 // here, each distribution MUST SPECIALIZE AT LEAST ONE OF THESE
16 // otherwise these two versions will just call each other over and over
17 // until stack space runs out ...
18 
19 // Of course there may be more efficient means of implementing these
20 // that are specific to a particular distribution, but these generic
21 // versions give these properties "for free" with most distributions.
22 //
23 // In order to make use of this header, it must be included AT THE END
24 // of the distribution header, AFTER the distribution and its core
25 // property accessors have been defined: this is so that compilers
26 // that implement 2-phase lookup and early-type-checking of templates
27 // can find the definitions referred to herein.
28 //
29 
30 #include <boost/type_traits/is_same.hpp>
31 #include <boost/static_assert.hpp>
32 
33 #ifdef BOOST_MSVC
34 # pragma warning(push)
35 # pragma warning(disable: 4723) // potential divide by 0
36 // Suppressing spurious warning in coefficient_of_variation
37 #endif
38 
39 namespace boost{ namespace math{
40 
41 template <class Distribution>
42 typename Distribution::value_type variance(const Distribution& dist);
43 
44 template <class Distribution>
standard_deviation(const Distribution & dist)45 inline typename Distribution::value_type standard_deviation(const Distribution& dist)
46 {
47    BOOST_MATH_STD_USING  // ADL of sqrt.
48    return sqrt(variance(dist));
49 }
50 
51 template <class Distribution>
variance(const Distribution & dist)52 inline typename Distribution::value_type variance(const Distribution& dist)
53 {
54    typename Distribution::value_type result = standard_deviation(dist);
55    return result * result;
56 }
57 
58 template <class Distribution, class RealType>
hazard(const Distribution & dist,const RealType & x)59 inline typename Distribution::value_type hazard(const Distribution& dist, const RealType& x)
60 { // hazard function
61   // http://www.itl.nist.gov/div898/handbook/eda/section3/eda362.htm#HAZ
62    typedef typename Distribution::value_type value_type;
63    typedef typename Distribution::policy_type policy_type;
64    value_type p = cdf(complement(dist, x));
65    value_type d = pdf(dist, x);
66    if(d > p * tools::max_value<value_type>())
67       return policies::raise_overflow_error<value_type>(
68       "boost::math::hazard(const Distribution&, %1%)", 0, policy_type());
69    if(d == 0)
70    {
71       // This protects against 0/0, but is it the right thing to do?
72       return 0;
73    }
74    return d / p;
75 }
76 
77 template <class Distribution, class RealType>
chf(const Distribution & dist,const RealType & x)78 inline typename Distribution::value_type chf(const Distribution& dist, const RealType& x)
79 { // cumulative hazard function.
80   // http://www.itl.nist.gov/div898/handbook/eda/section3/eda362.htm#HAZ
81    BOOST_MATH_STD_USING
82    return -log(cdf(complement(dist, x)));
83 }
84 
85 template <class Distribution>
coefficient_of_variation(const Distribution & dist)86 inline typename Distribution::value_type coefficient_of_variation(const Distribution& dist)
87 {
88    typedef typename Distribution::value_type value_type;
89    typedef typename Distribution::policy_type policy_type;
90 
91    using std::abs;
92 
93    value_type m = mean(dist);
94    value_type d = standard_deviation(dist);
95    if((abs(m) < 1) && (d > abs(m) * tools::max_value<value_type>()))
96    { // Checks too that m is not zero,
97       return policies::raise_overflow_error<value_type>("boost::math::coefficient_of_variation(const Distribution&, %1%)", 0, policy_type());
98    }
99    return d / m; // so MSVC warning on zerodivide is spurious, and suppressed.
100 }
101 //
102 // Next follow overloads of some of the standard accessors with mixed
103 // argument types. We just use a typecast to forward on to the "real"
104 // implementation with all arguments of the same type:
105 //
106 template <class Distribution, class RealType>
pdf(const Distribution & dist,const RealType & x)107 inline typename Distribution::value_type pdf(const Distribution& dist, const RealType& x)
108 {
109    typedef typename Distribution::value_type value_type;
110    return pdf(dist, static_cast<value_type>(x));
111 }
112 template <class Distribution, class RealType>
cdf(const Distribution & dist,const RealType & x)113 inline typename Distribution::value_type cdf(const Distribution& dist, const RealType& x)
114 {
115    typedef typename Distribution::value_type value_type;
116    return cdf(dist, static_cast<value_type>(x));
117 }
118 template <class Distribution, class RealType>
quantile(const Distribution & dist,const RealType & x)119 inline typename Distribution::value_type quantile(const Distribution& dist, const RealType& x)
120 {
121    typedef typename Distribution::value_type value_type;
122    return quantile(dist, static_cast<value_type>(x));
123 }
124 /*
125 template <class Distribution, class RealType>
126 inline typename Distribution::value_type chf(const Distribution& dist, const RealType& x)
127 {
128    typedef typename Distribution::value_type value_type;
129    return chf(dist, static_cast<value_type>(x));
130 }
131 */
132 template <class Distribution, class RealType>
cdf(const complemented2_type<Distribution,RealType> & c)133 inline typename Distribution::value_type cdf(const complemented2_type<Distribution, RealType>& c)
134 {
135    typedef typename Distribution::value_type value_type;
136    return cdf(complement(c.dist, static_cast<value_type>(c.param)));
137 }
138 
139 template <class Distribution, class RealType>
quantile(const complemented2_type<Distribution,RealType> & c)140 inline typename Distribution::value_type quantile(const complemented2_type<Distribution, RealType>& c)
141 {
142    typedef typename Distribution::value_type value_type;
143    return quantile(complement(c.dist, static_cast<value_type>(c.param)));
144 }
145 
146 template <class Dist>
median(const Dist & d)147 inline typename Dist::value_type median(const Dist& d)
148 { // median - default definition for those distributions for which a
149   // simple closed form is not known,
150   // and for which a domain_error and/or NaN generating function is NOT defined.
151   typedef typename Dist::value_type value_type;
152   return quantile(d, static_cast<value_type>(0.5f));
153 }
154 
155 } // namespace math
156 } // namespace boost
157 
158 
159 #ifdef BOOST_MSVC
160 # pragma warning(pop)
161 #endif
162 
163 #endif // BOOST_STATS_DERIVED_HPP
164