1 | // $Id: KolmogorovSmirnovOneSample.cc 2998 2013-03-14 08:08:54Z peter $ |
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2 | |
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3 | /* |
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4 | Copyright (C) 2013 Peter Johansson |
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5 | |
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6 | This file is part of the yat library, http://dev.thep.lu.se/yat |
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7 | |
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8 | The yat library is free software; you can redistribute it and/or |
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9 | modify it under the terms of the GNU General Public License as |
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10 | published by the Free Software Foundation; either version 3 of the |
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11 | License, or (at your option) any later version. |
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12 | |
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13 | The yat library is distributed in the hope that it will be useful, |
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14 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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15 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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16 | General Public License for more details. |
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17 | |
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18 | You should have received a copy of the GNU General Public License |
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19 | along with yat. If not, see <http://www.gnu.org/licenses/>. |
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20 | */ |
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21 | |
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22 | #include <config.h> |
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23 | |
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24 | #include "KolmogorovSmirnovOneSample.h" |
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25 | |
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26 | #include "yat/utility/Exception.h" |
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27 | |
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28 | #include <cassert> |
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29 | #include <cmath> |
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30 | #include <sstream> |
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31 | |
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32 | #include <iostream> |
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33 | |
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34 | namespace theplu { |
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35 | namespace yat { |
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36 | namespace statistics { |
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37 | |
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38 | KolmogorovSmirnovOneSample::KolmogorovSmirnovOneSample(void) |
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39 | : sum_w_(0) |
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40 | { |
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41 | } |
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42 | |
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43 | |
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44 | void KolmogorovSmirnovOneSample::add(double value, double weight) |
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45 | { |
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46 | if (weight==0) |
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47 | return; |
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48 | cached_ = false; |
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49 | data_.insert(std::make_pair(value, weight)); |
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50 | sum_w_ += weight; |
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51 | } |
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52 | |
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53 | |
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54 | double KolmogorovSmirnovOneSample::p_value(void) const |
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55 | { |
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56 | double res=0; |
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57 | double res2=0; |
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58 | double s2 = score() * score() * sum_w_; |
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59 | int sign = 1; |
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60 | for (size_t k = 1; k<100; ++k) { |
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61 | res += sign * 2 * exp(-2.0 * k * k * s2); |
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62 | sign *= -1; |
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63 | // ignore remaining terms as they are small |
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64 | if (res==res2) |
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65 | return res; |
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66 | res2 = res; |
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67 | } |
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68 | |
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69 | return res; |
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70 | } |
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71 | |
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72 | |
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73 | void KolmogorovSmirnovOneSample::remove(double value, double weight) |
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74 | { |
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75 | if (!weight) |
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76 | return; |
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77 | typedef std::multimap<double, double>::iterator iterator; |
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78 | std::pair<iterator, iterator> range = data_.equal_range(value); |
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79 | for ( ; range.first!=range.second; ++range.first) { |
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80 | if (range.first->second == weight) { |
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81 | data_.erase(range.first); |
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82 | sum_w_ -= weight; |
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83 | cached_ = false; |
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84 | return; |
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85 | } |
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86 | } |
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87 | std::ostringstream ss; |
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88 | ss << "KolmogorovSmirnovOneSample::remove: " << value << " " << weight; |
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89 | throw utility::runtime_error(ss.str()); |
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90 | } |
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91 | |
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92 | |
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93 | void KolmogorovSmirnovOneSample::reset(void) |
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94 | { |
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95 | data_.clear(); |
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96 | sum_w_ = 0; |
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97 | } |
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98 | |
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99 | |
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100 | double KolmogorovSmirnovOneSample::score(void) const |
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101 | { |
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102 | return std::abs(signed_score()); |
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103 | } |
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104 | |
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105 | |
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106 | double KolmogorovSmirnovOneSample::signed_score(void) const |
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107 | { |
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108 | if (cached_) |
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109 | return score_; |
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110 | score_ = 0.0; |
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111 | if (data_.empty()) |
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112 | return 0.0; |
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113 | |
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114 | typedef std::multimap<double, double>::const_iterator iterator; |
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115 | iterator iter = data_.begin(); |
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116 | double w = 0; |
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117 | while (iter != data_.end()) { |
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118 | double x = iter->first; |
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119 | while (iter!=data_.end() && iter->first==x) { |
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120 | w += iter->second; |
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121 | ++iter; |
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122 | } |
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123 | double s = w / sum_w_ - x; |
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124 | if (std::abs(s) > std::abs(score_)) |
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125 | score_ = s; |
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126 | } |
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127 | |
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128 | cached_ = true; |
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129 | return score_; |
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130 | } |
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131 | |
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132 | }}} // of namespace theplu yat statistics |
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