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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_EXTREME_VALUE_HPP
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7 #define BOOST_STATS_EXTREME_VALUE_HPP
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8
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9 #include <boost/math/distributions/fwd.hpp>
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10 #include <boost/math/constants/constants.hpp>
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11 #include <boost/math/special_functions/log1p.hpp>
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12 #include <boost/math/special_functions/expm1.hpp>
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13 #include <boost/math/distributions/complement.hpp>
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14 #include <boost/math/distributions/detail/common_error_handling.hpp>
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15 #include <boost/config/no_tr1/cmath.hpp>
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16
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17 //
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18 // This is the maximum extreme value distribution, see
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19 // http://www.itl.nist.gov/div898/handbook/eda/section3/eda366g.htm
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20 // and http://mathworld.wolfram.com/ExtremeValueDistribution.html
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21 // Also known as a Fisher-Tippett distribution, a log-Weibull
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22 // distribution or a Gumbel distribution.
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23
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24 #include <utility>
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25
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26 #ifdef BOOST_MSVC
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27 # pragma warning(push)
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28 # pragma warning(disable: 4702) // unreachable code (return after domain_error throw).
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29 #endif
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30
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31 namespace boost{ namespace math{
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32
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33 namespace detail{
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34 //
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35 // Error check:
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36 //
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37 template <class RealType, class Policy>
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38 inline bool verify_scale_b(const char* function, RealType b, RealType* presult, const Policy& pol)
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39 {
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40 if((b <= 0) || !(boost::math::isfinite)(b))
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41 {
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42 *presult = policies::raise_domain_error<RealType>(
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43 function,
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44 "The scale parameter \"b\" must be finite and > 0, but was: %1%.", b, pol);
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45 return false;
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46 }
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47 return true;
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48 }
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49
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50 } // namespace detail
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51
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52 template <class RealType = double, class Policy = policies::policy<> >
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53 class extreme_value_distribution
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54 {
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55 public:
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56 typedef RealType value_type;
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57 typedef Policy policy_type;
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58
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59 extreme_value_distribution(RealType a = 0, RealType b = 1)
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60 : m_a(a), m_b(b)
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61 {
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62 RealType err;
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63 detail::verify_scale_b("boost::math::extreme_value_distribution<%1%>::extreme_value_distribution", b, &err, Policy());
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64 detail::check_finite("boost::math::extreme_value_distribution<%1%>::extreme_value_distribution", a, &err, Policy());
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65 } // extreme_value_distribution
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66
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67 RealType location()const { return m_a; }
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68 RealType scale()const { return m_b; }
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69
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70 private:
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71 RealType m_a, m_b;
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72 };
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73
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74 typedef extreme_value_distribution<double> extreme_value;
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75
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76 template <class RealType, class Policy>
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77 inline const std::pair<RealType, RealType> range(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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78 { // Range of permissible values for random variable x.
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79 using boost::math::tools::max_value;
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80 return std::pair<RealType, RealType>(
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81 std::numeric_limits<RealType>::has_infinity ? -std::numeric_limits<RealType>::infinity() : -max_value<RealType>(),
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82 std::numeric_limits<RealType>::has_infinity ? std::numeric_limits<RealType>::infinity() : max_value<RealType>());
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83 }
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84
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85 template <class RealType, class Policy>
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86 inline const std::pair<RealType, RealType> support(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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87 { // Range of supported values for random variable x.
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88 // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero.
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89 using boost::math::tools::max_value;
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90 return std::pair<RealType, RealType>(-max_value<RealType>(), max_value<RealType>());
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91 }
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92
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93 template <class RealType, class Policy>
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94 inline RealType pdf(const extreme_value_distribution<RealType, Policy>& dist, const RealType& x)
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95 {
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96 BOOST_MATH_STD_USING // for ADL of std functions
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97
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98 static const char* function = "boost::math::pdf(const extreme_value_distribution<%1%>&, %1%)";
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99
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100 RealType a = dist.location();
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101 RealType b = dist.scale();
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102 RealType result = 0;
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103 if((boost::math::isinf)(x))
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104 return 0.0f;
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105 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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106 return result;
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107 if(0 == detail::check_finite(function, a, &result, Policy()))
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108 return result;
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109 if(0 == detail::check_x(function, x, &result, Policy()))
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110 return result;
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111 result = exp((a-x)/b) * exp(-exp((a-x)/b)) / b;
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112 return result;
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113 } // pdf
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114
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115 template <class RealType, class Policy>
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116 inline RealType cdf(const extreme_value_distribution<RealType, Policy>& dist, const RealType& x)
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117 {
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118 BOOST_MATH_STD_USING // for ADL of std functions
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119
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120 static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)";
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121
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122 if((boost::math::isinf)(x))
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123 return x < 0 ? 0.0f : 1.0f;
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124 RealType a = dist.location();
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125 RealType b = dist.scale();
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126 RealType result = 0;
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127 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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128 return result;
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129 if(0 == detail::check_finite(function, a, &result, Policy()))
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130 return result;
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131 if(0 == detail::check_finite(function, a, &result, Policy()))
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132 return result;
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133 if(0 == detail::check_x("boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)", x, &result, Policy()))
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134 return result;
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135
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136 result = exp(-exp((a-x)/b));
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137
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138 return result;
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139 } // cdf
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140
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141 template <class RealType, class Policy>
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142 RealType quantile(const extreme_value_distribution<RealType, Policy>& dist, const RealType& p)
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143 {
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144 BOOST_MATH_STD_USING // for ADL of std functions
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145
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146 static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)";
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147
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148 RealType a = dist.location();
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149 RealType b = dist.scale();
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150 RealType result = 0;
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151 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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152 return result;
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153 if(0 == detail::check_finite(function, a, &result, Policy()))
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154 return result;
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155 if(0 == detail::check_probability(function, p, &result, Policy()))
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156 return result;
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157
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158 if(p == 0)
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159 return -policies::raise_overflow_error<RealType>(function, 0, Policy());
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160 if(p == 1)
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161 return policies::raise_overflow_error<RealType>(function, 0, Policy());
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162
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163 result = a - log(-log(p)) * b;
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164
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165 return result;
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166 } // quantile
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167
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168 template <class RealType, class Policy>
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169 inline RealType cdf(const complemented2_type<extreme_value_distribution<RealType, Policy>, RealType>& c)
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170 {
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171 BOOST_MATH_STD_USING // for ADL of std functions
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172
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173 static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)";
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174
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175 if((boost::math::isinf)(c.param))
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176 return c.param < 0 ? 1.0f : 0.0f;
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177 RealType a = c.dist.location();
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178 RealType b = c.dist.scale();
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179 RealType result = 0;
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180 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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181 return result;
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182 if(0 == detail::check_finite(function, a, &result, Policy()))
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183 return result;
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184 if(0 == detail::check_x(function, c.param, &result, Policy()))
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185 return result;
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186
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187 result = -boost::math::expm1(-exp((a-c.param)/b), Policy());
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188
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189 return result;
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190 }
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191
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192 template <class RealType, class Policy>
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193 RealType quantile(const complemented2_type<extreme_value_distribution<RealType, Policy>, RealType>& c)
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194 {
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195 BOOST_MATH_STD_USING // for ADL of std functions
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196
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197 static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)";
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198
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199 RealType a = c.dist.location();
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200 RealType b = c.dist.scale();
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201 RealType q = c.param;
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202 RealType result = 0;
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203 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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204 return result;
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205 if(0 == detail::check_finite(function, a, &result, Policy()))
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206 return result;
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207 if(0 == detail::check_probability(function, q, &result, Policy()))
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208 return result;
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209
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210 if(q == 0)
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211 return policies::raise_overflow_error<RealType>(function, 0, Policy());
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212 if(q == 1)
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213 return -policies::raise_overflow_error<RealType>(function, 0, Policy());
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214
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215 result = a - log(-boost::math::log1p(-q, Policy())) * b;
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216
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217 return result;
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218 }
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219
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220 template <class RealType, class Policy>
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221 inline RealType mean(const extreme_value_distribution<RealType, Policy>& dist)
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222 {
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223 RealType a = dist.location();
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224 RealType b = dist.scale();
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225 RealType result = 0;
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226 if(0 == detail::verify_scale_b("boost::math::mean(const extreme_value_distribution<%1%>&)", b, &result, Policy()))
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227 return result;
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228 if(0 == detail::check_scale("boost::math::mean(const extreme_value_distribution<%1%>&)", a, &result, Policy()))
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229 return result;
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230 return a + constants::euler<RealType>() * b;
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231 }
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232
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233 template <class RealType, class Policy>
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234 inline RealType standard_deviation(const extreme_value_distribution<RealType, Policy>& dist)
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235 {
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236 BOOST_MATH_STD_USING // for ADL of std functions.
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237
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238 RealType b = dist.scale();
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239 RealType result = 0;
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240 if(0 == detail::verify_scale_b("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", b, &result, Policy()))
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241 return result;
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242 if(0 == detail::check_scale("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", dist.location(), &result, Policy()))
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243 return result;
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244 return constants::pi<RealType>() * b / sqrt(static_cast<RealType>(6));
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245 }
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246
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247 template <class RealType, class Policy>
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248 inline RealType mode(const extreme_value_distribution<RealType, Policy>& dist)
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249 {
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250 return dist.location();
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251 }
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252
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253 template <class RealType, class Policy>
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254 inline RealType median(const extreme_value_distribution<RealType, Policy>& dist)
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255 {
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256 using constants::ln_ln_two;
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257 return dist.location() - dist.scale() * ln_ln_two<RealType>();
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258 }
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259
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260 template <class RealType, class Policy>
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261 inline RealType skewness(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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262 {
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263 //
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264 // This is 12 * sqrt(6) * zeta(3) / pi^3:
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265 // See http://mathworld.wolfram.com/ExtremeValueDistribution.html
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266 //
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267 return static_cast<RealType>(1.1395470994046486574927930193898461120875997958366L);
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268 }
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269
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270 template <class RealType, class Policy>
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271 inline RealType kurtosis(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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272 {
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273 // See http://mathworld.wolfram.com/ExtremeValueDistribution.html
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274 return RealType(27) / 5;
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275 }
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276
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277 template <class RealType, class Policy>
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278 inline RealType kurtosis_excess(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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279 {
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280 // See http://mathworld.wolfram.com/ExtremeValueDistribution.html
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281 return RealType(12) / 5;
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282 }
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283
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284
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285 } // namespace math
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286 } // namespace boost
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287
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288 #ifdef BOOST_MSVC
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289 # pragma warning(pop)
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290 #endif
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291
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292 // This include must be at the end, *after* the accessors
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293 // for this distribution have been defined, in order to
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294 // keep compilers that support two-phase lookup happy.
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295 #include <boost/math/distributions/detail/derived_accessors.hpp>
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296
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297 #endif // BOOST_STATS_EXTREME_VALUE_HPP
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