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1 // Copyright John Maddock 2006.
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2 // Use, modification and distribution are subject to the
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3 // Boost Software License, Version 1.0. (See accompanying file
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4 // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
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5
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6 #ifndef BOOST_STATS_GAMMA_HPP
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7 #define BOOST_STATS_GAMMA_HPP
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8
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9 // http://www.itl.nist.gov/div898/handbook/eda/section3/eda366b.htm
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10 // http://mathworld.wolfram.com/GammaDistribution.html
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11 // http://en.wikipedia.org/wiki/Gamma_distribution
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12
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13 #include <boost/math/distributions/fwd.hpp>
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14 #include <boost/math/special_functions/gamma.hpp>
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15 #include <boost/math/distributions/detail/common_error_handling.hpp>
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16 #include <boost/math/distributions/complement.hpp>
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17
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18 #include <utility>
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19
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20 namespace boost{ namespace math
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21 {
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22 namespace detail
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23 {
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24
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25 template <class RealType, class Policy>
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26 inline bool check_gamma_shape(
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27 const char* function,
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28 RealType shape,
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29 RealType* result, const Policy& pol)
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30 {
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31 if((shape <= 0) || !(boost::math::isfinite)(shape))
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32 {
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33 *result = policies::raise_domain_error<RealType>(
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34 function,
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35 "Shape parameter is %1%, but must be > 0 !", shape, pol);
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36 return false;
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37 }
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38 return true;
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39 }
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40
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41 template <class RealType, class Policy>
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42 inline bool check_gamma_x(
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43 const char* function,
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44 RealType const& x,
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45 RealType* result, const Policy& pol)
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46 {
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47 if((x < 0) || !(boost::math::isfinite)(x))
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48 {
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49 *result = policies::raise_domain_error<RealType>(
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50 function,
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51 "Random variate is %1% but must be >= 0 !", x, pol);
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52 return false;
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53 }
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54 return true;
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55 }
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56
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57 template <class RealType, class Policy>
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58 inline bool check_gamma(
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59 const char* function,
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60 RealType scale,
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61 RealType shape,
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62 RealType* result, const Policy& pol)
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63 {
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64 return check_scale(function, scale, result, pol) && check_gamma_shape(function, shape, result, pol);
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65 }
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66
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67 } // namespace detail
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68
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69 template <class RealType = double, class Policy = policies::policy<> >
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70 class gamma_distribution
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71 {
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72 public:
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73 typedef RealType value_type;
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74 typedef Policy policy_type;
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75
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76 gamma_distribution(RealType l_shape, RealType l_scale = 1)
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77 : m_shape(l_shape), m_scale(l_scale)
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78 {
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79 RealType result;
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80 detail::check_gamma("boost::math::gamma_distribution<%1%>::gamma_distribution", l_scale, l_shape, &result, Policy());
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81 }
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82
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83 RealType shape()const
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84 {
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85 return m_shape;
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86 }
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87
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88 RealType scale()const
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89 {
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90 return m_scale;
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91 }
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92 private:
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93 //
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94 // Data members:
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95 //
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96 RealType m_shape; // distribution shape
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97 RealType m_scale; // distribution scale
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98 };
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99
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100 // NO typedef because of clash with name of gamma function.
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101
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102 template <class RealType, class Policy>
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103 inline const std::pair<RealType, RealType> range(const gamma_distribution<RealType, Policy>& /* dist */)
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104 { // Range of permissible values for random variable x.
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105 using boost::math::tools::max_value;
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106 return std::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>());
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107 }
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108
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109 template <class RealType, class Policy>
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110 inline const std::pair<RealType, RealType> support(const gamma_distribution<RealType, Policy>& /* dist */)
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111 { // Range of supported values for random variable x.
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112 // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero.
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113 using boost::math::tools::max_value;
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114 using boost::math::tools::min_value;
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115 return std::pair<RealType, RealType>(min_value<RealType>(), max_value<RealType>());
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116 }
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117
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118 template <class RealType, class Policy>
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119 inline RealType pdf(const gamma_distribution<RealType, Policy>& dist, const RealType& x)
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120 {
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121 BOOST_MATH_STD_USING // for ADL of std functions
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122
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123 static const char* function = "boost::math::pdf(const gamma_distribution<%1%>&, %1%)";
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124
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125 RealType shape = dist.shape();
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126 RealType scale = dist.scale();
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127
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128 RealType result = 0;
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129 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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130 return result;
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131 if(false == detail::check_gamma_x(function, x, &result, Policy()))
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132 return result;
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133
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134 if(x == 0)
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135 {
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136 return 0;
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137 }
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138 result = gamma_p_derivative(shape, x / scale, Policy()) / scale;
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139 return result;
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140 } // pdf
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141
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142 template <class RealType, class Policy>
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143 inline RealType cdf(const gamma_distribution<RealType, Policy>& dist, const RealType& x)
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144 {
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145 BOOST_MATH_STD_USING // for ADL of std functions
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146
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147 static const char* function = "boost::math::cdf(const gamma_distribution<%1%>&, %1%)";
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148
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149 RealType shape = dist.shape();
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150 RealType scale = dist.scale();
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151
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152 RealType result = 0;
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153 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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154 return result;
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155 if(false == detail::check_gamma_x(function, x, &result, Policy()))
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156 return result;
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157
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158 result = boost::math::gamma_p(shape, x / scale, Policy());
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159 return result;
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160 } // cdf
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161
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162 template <class RealType, class Policy>
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163 inline RealType quantile(const gamma_distribution<RealType, Policy>& dist, const RealType& p)
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164 {
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165 BOOST_MATH_STD_USING // for ADL of std functions
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166
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167 static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
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168
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169 RealType shape = dist.shape();
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170 RealType scale = dist.scale();
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171
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172 RealType result = 0;
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173 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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174 return result;
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175 if(false == detail::check_probability(function, p, &result, Policy()))
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176 return result;
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177
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178 if(p == 1)
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179 return policies::raise_overflow_error<RealType>(function, 0, Policy());
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180
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181 result = gamma_p_inv(shape, p, Policy()) * scale;
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182
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183 return result;
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184 }
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185
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186 template <class RealType, class Policy>
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187 inline RealType cdf(const complemented2_type<gamma_distribution<RealType, Policy>, RealType>& c)
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188 {
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189 BOOST_MATH_STD_USING // for ADL of std functions
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190
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191 static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
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192
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193 RealType shape = c.dist.shape();
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194 RealType scale = c.dist.scale();
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195
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196 RealType result = 0;
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197 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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198 return result;
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199 if(false == detail::check_gamma_x(function, c.param, &result, Policy()))
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200 return result;
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201
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202 result = gamma_q(shape, c.param / scale, Policy());
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203
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204 return result;
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205 }
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206
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207 template <class RealType, class Policy>
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208 inline RealType quantile(const complemented2_type<gamma_distribution<RealType, Policy>, RealType>& c)
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209 {
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210 BOOST_MATH_STD_USING // for ADL of std functions
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211
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212 static const char* function = "boost::math::quantile(const gamma_distribution<%1%>&, %1%)";
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213
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214 RealType shape = c.dist.shape();
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215 RealType scale = c.dist.scale();
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216 RealType q = c.param;
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217
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218 RealType result = 0;
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219 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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220 return result;
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221 if(false == detail::check_probability(function, q, &result, Policy()))
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222 return result;
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223
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224 if(q == 0)
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225 return policies::raise_overflow_error<RealType>(function, 0, Policy());
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226
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227 result = gamma_q_inv(shape, q, Policy()) * scale;
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228
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229 return result;
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230 }
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231
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232 template <class RealType, class Policy>
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233 inline RealType mean(const gamma_distribution<RealType, Policy>& dist)
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234 {
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235 BOOST_MATH_STD_USING // for ADL of std functions
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236
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237 static const char* function = "boost::math::mean(const gamma_distribution<%1%>&)";
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238
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239 RealType shape = dist.shape();
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240 RealType scale = dist.scale();
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241
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242 RealType result = 0;
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243 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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244 return result;
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245
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246 result = shape * scale;
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247 return result;
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248 }
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249
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250 template <class RealType, class Policy>
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251 inline RealType variance(const gamma_distribution<RealType, Policy>& dist)
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252 {
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253 BOOST_MATH_STD_USING // for ADL of std functions
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254
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255 static const char* function = "boost::math::variance(const gamma_distribution<%1%>&)";
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256
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257 RealType shape = dist.shape();
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258 RealType scale = dist.scale();
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259
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260 RealType result = 0;
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261 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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262 return result;
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263
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264 result = shape * scale * scale;
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265 return result;
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266 }
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267
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268 template <class RealType, class Policy>
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269 inline RealType mode(const gamma_distribution<RealType, Policy>& dist)
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270 {
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271 BOOST_MATH_STD_USING // for ADL of std functions
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272
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273 static const char* function = "boost::math::mode(const gamma_distribution<%1%>&)";
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274
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275 RealType shape = dist.shape();
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276 RealType scale = dist.scale();
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277
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278 RealType result = 0;
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279 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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280 return result;
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281
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282 if(shape < 1)
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283 return policies::raise_domain_error<RealType>(
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284 function,
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285 "The mode of the gamma distribution is only defined for values of the shape parameter >= 1, but got %1%.",
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286 shape, Policy());
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287
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288 result = (shape - 1) * scale;
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289 return result;
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290 }
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291
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292 //template <class RealType, class Policy>
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293 //inline RealType median(const gamma_distribution<RealType, Policy>& dist)
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294 //{ // Rely on default definition in derived accessors.
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295 //}
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296
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297 template <class RealType, class Policy>
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298 inline RealType skewness(const gamma_distribution<RealType, Policy>& dist)
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299 {
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300 BOOST_MATH_STD_USING // for ADL of std functions
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301
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302 static const char* function = "boost::math::skewness(const gamma_distribution<%1%>&)";
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303
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304 RealType shape = dist.shape();
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305 RealType scale = dist.scale();
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306
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307 RealType result = 0;
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308 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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309 return result;
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310
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311 result = 2 / sqrt(shape);
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312 return result;
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313 }
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314
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315 template <class RealType, class Policy>
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316 inline RealType kurtosis_excess(const gamma_distribution<RealType, Policy>& dist)
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317 {
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318 BOOST_MATH_STD_USING // for ADL of std functions
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319
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320 static const char* function = "boost::math::kurtosis_excess(const gamma_distribution<%1%>&)";
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321
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322 RealType shape = dist.shape();
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323 RealType scale = dist.scale();
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324
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325 RealType result = 0;
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326 if(false == detail::check_gamma(function, scale, shape, &result, Policy()))
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327 return result;
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328
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329 result = 6 / shape;
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330 return result;
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331 }
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332
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333 template <class RealType, class Policy>
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334 inline RealType kurtosis(const gamma_distribution<RealType, Policy>& dist)
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335 {
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336 return kurtosis_excess(dist) + 3;
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337 }
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338
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339 } // namespace math
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340 } // namespace boost
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341
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342 // This include must be at the end, *after* the accessors
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343 // for this distribution have been defined, in order to
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344 // keep compilers that support two-phase lookup happy.
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345 #include <boost/math/distributions/detail/derived_accessors.hpp>
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346
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347 #endif // BOOST_STATS_GAMMA_HPP
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348
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349
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