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1 ///////////////////////////////////////////////////////////////////////////////
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2 // weighted_tail_mean.hpp
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3 //
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4 // Copyright 2006 Daniel Egloff, Olivier Gygi. Distributed under the Boost
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5 // Software License, Version 1.0. (See accompanying file
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6 // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
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7
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8 #ifndef BOOST_ACCUMULATORS_STATISTICS_WEIGHTED_TAIL_MEAN_HPP_DE_01_01_2006
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9 #define BOOST_ACCUMULATORS_STATISTICS_WEIGHTED_TAIL_MEAN_HPP_DE_01_01_2006
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10
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11 #include <numeric>
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12 #include <vector>
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13 #include <limits>
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14 #include <functional>
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15 #include <sstream>
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16 #include <stdexcept>
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17 #include <boost/throw_exception.hpp>
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18 #include <boost/parameter/keyword.hpp>
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19 #include <boost/mpl/placeholders.hpp>
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20 #include <boost/type_traits/is_same.hpp>
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21 #include <boost/accumulators/numeric/functional.hpp>
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22 #include <boost/accumulators/framework/accumulator_base.hpp>
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23 #include <boost/accumulators/framework/extractor.hpp>
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24 #include <boost/accumulators/framework/parameters/sample.hpp>
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25 #include <boost/accumulators/statistics_fwd.hpp>
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26 #include <boost/accumulators/statistics/tail.hpp>
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27 #include <boost/accumulators/statistics/tail_mean.hpp>
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28 #include <boost/accumulators/statistics/parameters/quantile_probability.hpp>
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29
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30 #ifdef _MSC_VER
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31 # pragma warning(push)
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32 # pragma warning(disable: 4127) // conditional expression is constant
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33 #endif
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34
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35 namespace boost { namespace accumulators
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36 {
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37
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38 namespace impl
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39 {
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40
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41 ///////////////////////////////////////////////////////////////////////////////
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42 // coherent_weighted_tail_mean_impl
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43 //
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44 // TODO
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45
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46 ///////////////////////////////////////////////////////////////////////////////
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47 // non_coherent_weighted_tail_mean_impl
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48 //
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49 /**
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50 @brief Estimation of the (non-coherent) weighted tail mean based on order statistics (for both left and right tails)
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51
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52
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53
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54 An estimation of the non-coherent, weighted tail mean \f$\widehat{NCTM}_{n,\alpha}(X)\f$ is given by the weighted mean
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55 of the
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56
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57 \f[
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58 \lambda = \inf\left\{ l \left| \frac{1}{\bar{w}_n}\sum_{i=1}^{l} w_i \geq \alpha \right. \right\}
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59 \f]
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60
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61 smallest samples (left tail) or the weighted mean of the
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62
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63 \f[
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64 n + 1 - \rho = n + 1 - \sup\left\{ r \left| \frac{1}{\bar{w}_n}\sum_{i=r}^{n} w_i \geq (1 - \alpha) \right. \right\}
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65 \f]
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66
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67 largest samples (right tail) above a quantile \f$\hat{q}_{\alpha}\f$ of level \f$\alpha\f$, \f$n\f$ being the total number of sample
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68 and \f$\bar{w}_n\f$ the sum of all \f$n\f$ weights:
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69
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70 \f[
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71 \widehat{NCTM}_{n,\alpha}^{\mathrm{left}}(X) = \frac{\sum_{i=1}^{\lambda} w_i X_{i:n}}{\sum_{i=1}^{\lambda} w_i},
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72 \f]
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73
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74 \f[
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75 \widehat{NCTM}_{n,\alpha}^{\mathrm{right}}(X) = \frac{\sum_{i=\rho}^n w_i X_{i:n}}{\sum_{i=\rho}^n w_i}.
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76 \f]
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77
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78 @param quantile_probability
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79 */
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80 template<typename Sample, typename Weight, typename LeftRight>
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81 struct non_coherent_weighted_tail_mean_impl
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82 : accumulator_base
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83 {
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84 typedef typename numeric::functional::multiplies<Sample, Weight>::result_type weighted_sample;
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85 typedef typename numeric::functional::fdiv<Weight, std::size_t>::result_type float_type;
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86 // for boost::result_of
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87 typedef typename numeric::functional::fdiv<weighted_sample, std::size_t>::result_type result_type;
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88
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89 non_coherent_weighted_tail_mean_impl(dont_care) {}
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90
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91 template<typename Args>
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92 result_type result(Args const &args) const
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93 {
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94 float_type threshold = sum_of_weights(args)
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95 * ( ( is_same<LeftRight, left>::value ) ? args[quantile_probability] : 1. - args[quantile_probability] );
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96
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97 std::size_t n = 0;
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98 Weight sum = Weight(0);
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99
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100 while (sum < threshold)
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101 {
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102 if (n < static_cast<std::size_t>(tail_weights(args).size()))
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103 {
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104 sum += *(tail_weights(args).begin() + n);
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105 n++;
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106 }
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107 else
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108 {
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109 if (std::numeric_limits<result_type>::has_quiet_NaN)
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110 {
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111 return std::numeric_limits<result_type>::quiet_NaN();
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112 }
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113 else
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114 {
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115 std::ostringstream msg;
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116 msg << "index n = " << n << " is not in valid range [0, " << tail(args).size() << ")";
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117 boost::throw_exception(std::runtime_error(msg.str()));
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118 return result_type(0);
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119 }
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120 }
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121 }
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122
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123 return numeric::fdiv(
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124 std::inner_product(
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125 tail(args).begin()
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126 , tail(args).begin() + n
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127 , tail_weights(args).begin()
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128 , weighted_sample(0)
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129 )
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130 , sum
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131 );
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132 }
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133 };
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134
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135 } // namespace impl
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136
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137
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138 ///////////////////////////////////////////////////////////////////////////////
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139 // tag::non_coherent_weighted_tail_mean<>
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140 //
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141 namespace tag
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142 {
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143 template<typename LeftRight>
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144 struct non_coherent_weighted_tail_mean
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145 : depends_on<sum_of_weights, tail_weights<LeftRight> >
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146 {
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147 typedef accumulators::impl::non_coherent_weighted_tail_mean_impl<mpl::_1, mpl::_2, LeftRight> impl;
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148 };
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149 }
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150
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151 ///////////////////////////////////////////////////////////////////////////////
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152 // extract::non_coherent_weighted_tail_mean;
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153 //
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154 namespace extract
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155 {
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156 extractor<tag::abstract_non_coherent_tail_mean> const non_coherent_weighted_tail_mean = {};
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157
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158 BOOST_ACCUMULATORS_IGNORE_GLOBAL(non_coherent_weighted_tail_mean)
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159 }
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160
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161 using extract::non_coherent_weighted_tail_mean;
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162
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163 }} // namespace boost::accumulators
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164
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165 #ifdef _MSC_VER
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166 # pragma warning(pop)
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167 #endif
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168
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169 #endif
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