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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 RealType e = (a - x) / b;
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112 if(e < tools::log_max_value<RealType>())
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113 result = exp(e) * exp(-exp(e)) / b;
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114 // else.... result *must* be zero since exp(e) is infinite...
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115 return result;
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116 } // pdf
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117
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118 template <class RealType, class Policy>
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119 inline RealType cdf(const extreme_value_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::cdf(const extreme_value_distribution<%1%>&, %1%)";
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124
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125 if((boost::math::isinf)(x))
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126 return x < 0 ? 0.0f : 1.0f;
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127 RealType a = dist.location();
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128 RealType b = dist.scale();
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129 RealType result = 0;
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130 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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131 return result;
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132 if(0 == detail::check_finite(function, a, &result, Policy()))
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133 return result;
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134 if(0 == detail::check_finite(function, a, &result, Policy()))
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135 return result;
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136 if(0 == detail::check_x("boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)", x, &result, Policy()))
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137 return result;
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138
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139 result = exp(-exp((a-x)/b));
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140
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141 return result;
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142 } // cdf
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143
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144 template <class RealType, class Policy>
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145 RealType quantile(const extreme_value_distribution<RealType, Policy>& dist, const RealType& p)
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146 {
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147 BOOST_MATH_STD_USING // for ADL of std functions
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148
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149 static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)";
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150
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151 RealType a = dist.location();
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152 RealType b = dist.scale();
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153 RealType result = 0;
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154 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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155 return result;
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156 if(0 == detail::check_finite(function, a, &result, Policy()))
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157 return result;
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158 if(0 == detail::check_probability(function, p, &result, Policy()))
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159 return result;
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160
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161 if(p == 0)
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162 return -policies::raise_overflow_error<RealType>(function, 0, Policy());
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163 if(p == 1)
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164 return policies::raise_overflow_error<RealType>(function, 0, Policy());
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165
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166 result = a - log(-log(p)) * b;
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167
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168 return result;
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169 } // quantile
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170
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171 template <class RealType, class Policy>
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172 inline RealType cdf(const complemented2_type<extreme_value_distribution<RealType, Policy>, RealType>& c)
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173 {
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174 BOOST_MATH_STD_USING // for ADL of std functions
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175
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176 static const char* function = "boost::math::cdf(const extreme_value_distribution<%1%>&, %1%)";
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177
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178 if((boost::math::isinf)(c.param))
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179 return c.param < 0 ? 1.0f : 0.0f;
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180 RealType a = c.dist.location();
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181 RealType b = c.dist.scale();
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182 RealType result = 0;
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183 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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184 return result;
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185 if(0 == detail::check_finite(function, a, &result, Policy()))
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186 return result;
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187 if(0 == detail::check_x(function, c.param, &result, Policy()))
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188 return result;
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189
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190 result = -boost::math::expm1(-exp((a-c.param)/b), Policy());
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191
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192 return result;
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193 }
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194
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195 template <class RealType, class Policy>
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196 RealType quantile(const complemented2_type<extreme_value_distribution<RealType, Policy>, RealType>& c)
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197 {
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198 BOOST_MATH_STD_USING // for ADL of std functions
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199
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200 static const char* function = "boost::math::quantile(const extreme_value_distribution<%1%>&, %1%)";
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201
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202 RealType a = c.dist.location();
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203 RealType b = c.dist.scale();
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204 RealType q = c.param;
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205 RealType result = 0;
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206 if(0 == detail::verify_scale_b(function, b, &result, Policy()))
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207 return result;
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208 if(0 == detail::check_finite(function, a, &result, Policy()))
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209 return result;
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210 if(0 == detail::check_probability(function, q, &result, Policy()))
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211 return result;
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212
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213 if(q == 0)
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214 return policies::raise_overflow_error<RealType>(function, 0, Policy());
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215 if(q == 1)
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216 return -policies::raise_overflow_error<RealType>(function, 0, Policy());
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217
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218 result = a - log(-boost::math::log1p(-q, Policy())) * b;
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219
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220 return result;
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221 }
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222
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223 template <class RealType, class Policy>
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224 inline RealType mean(const extreme_value_distribution<RealType, Policy>& dist)
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225 {
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226 RealType a = dist.location();
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227 RealType b = dist.scale();
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228 RealType result = 0;
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229 if(0 == detail::verify_scale_b("boost::math::mean(const extreme_value_distribution<%1%>&)", b, &result, Policy()))
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230 return result;
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231 if(0 == detail::check_scale("boost::math::mean(const extreme_value_distribution<%1%>&)", a, &result, Policy()))
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232 return result;
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233 return a + constants::euler<RealType>() * b;
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234 }
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235
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236 template <class RealType, class Policy>
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237 inline RealType standard_deviation(const extreme_value_distribution<RealType, Policy>& dist)
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238 {
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239 BOOST_MATH_STD_USING // for ADL of std functions.
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240
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241 RealType b = dist.scale();
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242 RealType result = 0;
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243 if(0 == detail::verify_scale_b("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", b, &result, Policy()))
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244 return result;
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245 if(0 == detail::check_scale("boost::math::standard_deviation(const extreme_value_distribution<%1%>&)", dist.location(), &result, Policy()))
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246 return result;
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247 return constants::pi<RealType>() * b / sqrt(static_cast<RealType>(6));
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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 mode(const extreme_value_distribution<RealType, Policy>& dist)
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252 {
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253 return dist.location();
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254 }
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255
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256 template <class RealType, class Policy>
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257 inline RealType median(const extreme_value_distribution<RealType, Policy>& dist)
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258 {
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259 using constants::ln_ln_two;
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260 return dist.location() - dist.scale() * ln_ln_two<RealType>();
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261 }
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262
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263 template <class RealType, class Policy>
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264 inline RealType skewness(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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265 {
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266 //
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267 // This is 12 * sqrt(6) * zeta(3) / pi^3:
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268 // See http://mathworld.wolfram.com/ExtremeValueDistribution.html
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269 //
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270 return static_cast<RealType>(1.1395470994046486574927930193898461120875997958366L);
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271 }
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272
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273 template <class RealType, class Policy>
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274 inline RealType kurtosis(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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275 {
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276 // See http://mathworld.wolfram.com/ExtremeValueDistribution.html
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277 return RealType(27) / 5;
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278 }
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279
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280 template <class RealType, class Policy>
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281 inline RealType kurtosis_excess(const extreme_value_distribution<RealType, Policy>& /*dist*/)
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282 {
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283 // See http://mathworld.wolfram.com/ExtremeValueDistribution.html
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284 return RealType(12) / 5;
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285 }
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286
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287
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288 } // namespace math
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289 } // namespace boost
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290
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291 #ifdef BOOST_MSVC
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292 # pragma warning(pop)
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293 #endif
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294
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295 // This include must be at the end, *after* the accessors
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296 // for this distribution have been defined, in order to
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297 // keep compilers that support two-phase lookup happy.
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298 #include <boost/math/distributions/detail/derived_accessors.hpp>
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299
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300 #endif // BOOST_STATS_EXTREME_VALUE_HPP
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