1 /* boost random/beta_distribution.hpp header file 2 * 3 * Copyright Steven Watanabe 2014 4 * Distributed under the Boost Software License, Version 1.0. (See 5 * accompanying file LICENSE_1_0.txt or copy at 6 * http://www.boost.org/LICENSE_1_0.txt) 7 * 8 * See http://www.boost.org for most recent version including documentation. 9 * 10 * $Id$ 11 */ 12 13 #ifndef BOOST_RANDOM_BETA_DISTRIBUTION_HPP 14 #define BOOST_RANDOM_BETA_DISTRIBUTION_HPP 15 16 #include <cassert> 17 #include <istream> 18 #include <iosfwd> 19 #include <boost/random/detail/operators.hpp> 20 #include <boost/random/gamma_distribution.hpp> 21 22 namespace boost { 23 namespace random { 24 25 /** 26 * The beta distribution is a real-valued distribution which produces 27 * values in the range [0, 1]. It has two parameters, alpha and beta. 28 * 29 * It has \f$\displaystyle p(x) = \frac{x^{\alpha-1}(1-x)^{\beta-1}}{B(\alpha, \beta)}\f$. 30 */ 31 template<class RealType = double> 32 class beta_distribution { 33 public: 34 typedef RealType result_type; 35 typedef RealType input_type; 36 37 class param_type { 38 public: 39 typedef beta_distribution distribution_type; 40 41 /** 42 * Constructs a @c param_type from the "alpha" and "beta" parameters 43 * of the distribution. 44 * 45 * Requires: alpha > 0, beta > 0 46 */ param_type(RealType alpha_arg=RealType (1.0),RealType beta_arg=RealType (1.0))47 explicit param_type(RealType alpha_arg = RealType(1.0), 48 RealType beta_arg = RealType(1.0)) 49 : _alpha(alpha_arg), _beta(beta_arg) 50 { 51 assert(alpha_arg > 0); 52 assert(beta_arg > 0); 53 } 54 55 /** Returns the "alpha" parameter of the distribtuion. */ alpha() const56 RealType alpha() const { return _alpha; } 57 /** Returns the "beta" parameter of the distribution. */ beta() const58 RealType beta() const { return _beta; } 59 60 /** Writes a @c param_type to a @c std::ostream. */ BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os,param_type,parm)61 BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, param_type, parm) 62 { os << parm._alpha << ' ' << parm._beta; return os; } 63 64 /** Reads a @c param_type from a @c std::istream. */ BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is,param_type,parm)65 BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, param_type, parm) 66 { is >> parm._alpha >> std::ws >> parm._beta; return is; } 67 68 /** Returns true if the two sets of parameters are the same. */ BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(param_type,lhs,rhs)69 BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(param_type, lhs, rhs) 70 { return lhs._alpha == rhs._alpha && lhs._beta == rhs._beta; } 71 72 /** Returns true if the two sets of parameters are the different. */ 73 BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(param_type) 74 75 private: 76 RealType _alpha; 77 RealType _beta; 78 }; 79 80 /** 81 * Constructs an @c beta_distribution from its "alpha" and "beta" parameters. 82 * 83 * Requires: alpha > 0, beta > 0 84 */ beta_distribution(RealType alpha_arg=RealType (1.0),RealType beta_arg=RealType (1.0))85 explicit beta_distribution(RealType alpha_arg = RealType(1.0), 86 RealType beta_arg = RealType(1.0)) 87 : _alpha(alpha_arg), _beta(beta_arg) 88 { 89 assert(alpha_arg > 0); 90 assert(beta_arg > 0); 91 } 92 /** Constructs an @c beta_distribution from its parameters. */ beta_distribution(const param_type & parm)93 explicit beta_distribution(const param_type& parm) 94 : _alpha(parm.alpha()), _beta(parm.beta()) 95 {} 96 97 /** 98 * Returns a random variate distributed according to the 99 * beta distribution. 100 */ 101 template<class URNG> operator ()(URNG & urng) const102 RealType operator()(URNG& urng) const 103 { 104 RealType a = gamma_distribution<RealType>(_alpha, RealType(1.0))(urng); 105 RealType b = gamma_distribution<RealType>(_beta, RealType(1.0))(urng); 106 return a / (a + b); 107 } 108 109 /** 110 * Returns a random variate distributed accordint to the beta 111 * distribution with parameters specified by @c param. 112 */ 113 template<class URNG> operator ()(URNG & urng,const param_type & parm) const114 RealType operator()(URNG& urng, const param_type& parm) const 115 { 116 return beta_distribution(parm)(urng); 117 } 118 119 /** Returns the "alpha" parameter of the distribution. */ alpha() const120 RealType alpha() const { return _alpha; } 121 /** Returns the "beta" parameter of the distribution. */ beta() const122 RealType beta() const { return _beta; } 123 124 /** Returns the smallest value that the distribution can produce. */ BOOST_PREVENT_MACRO_SUBSTITUTION() const125 RealType min BOOST_PREVENT_MACRO_SUBSTITUTION () const 126 { return RealType(0.0); } 127 /** Returns the largest value that the distribution can produce. */ BOOST_PREVENT_MACRO_SUBSTITUTION() const128 RealType max BOOST_PREVENT_MACRO_SUBSTITUTION () const 129 { return RealType(1.0); } 130 131 /** Returns the parameters of the distribution. */ param() const132 param_type param() const { return param_type(_alpha, _beta); } 133 /** Sets the parameters of the distribution. */ param(const param_type & parm)134 void param(const param_type& parm) 135 { 136 _alpha = parm.alpha(); 137 _beta = parm.beta(); 138 } 139 140 /** 141 * Effects: Subsequent uses of the distribution do not depend 142 * on values produced by any engine prior to invoking reset. 143 */ reset()144 void reset() { } 145 146 /** Writes an @c beta_distribution to a @c std::ostream. */ BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os,beta_distribution,wd)147 BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, beta_distribution, wd) 148 { 149 os << wd.param(); 150 return os; 151 } 152 153 /** Reads an @c beta_distribution from a @c std::istream. */ BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is,beta_distribution,wd)154 BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, beta_distribution, wd) 155 { 156 param_type parm; 157 if(is >> parm) { 158 wd.param(parm); 159 } 160 return is; 161 } 162 163 /** 164 * Returns true if the two instances of @c beta_distribution will 165 * return identical sequences of values given equal generators. 166 */ BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(beta_distribution,lhs,rhs)167 BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(beta_distribution, lhs, rhs) 168 { return lhs._alpha == rhs._alpha && lhs._beta == rhs._beta; } 169 170 /** 171 * Returns true if the two instances of @c beta_distribution will 172 * return different sequences of values given equal generators. 173 */ 174 BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(beta_distribution) 175 176 private: 177 RealType _alpha; 178 RealType _beta; 179 }; 180 181 } // namespace random 182 } // namespace boost 183 184 #endif // BOOST_RANDOM_BETA_DISTRIBUTION_HPP 185