1 | // $Id: WilcoxonFoldChange.cc 4207 2022-08-26 04:36:28Z peter $ |
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2 | |
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3 | /* |
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4 | Copyright (C) 2005 Peter Johansson |
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5 | Copyright (C) 2006, 2007, 2008 Jari Häkkinen, Peter Johansson |
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6 | Copyright (C) 2012, 2022 Peter Johansson |
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7 | |
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8 | This file is part of the yat library, http://dev.thep.lu.se/yat |
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9 | |
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10 | The yat library is free software; you can redistribute it and/or |
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11 | modify it under the terms of the GNU General Public License as |
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12 | published by the Free Software Foundation; either version 3 of the |
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13 | License, or (at your option) any later version. |
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14 | |
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15 | The yat library is distributed in the hope that it will be useful, |
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16 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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17 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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18 | General Public License for more details. |
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19 | |
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20 | You should have received a copy of the GNU General Public License |
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21 | along with yat. If not, see <http://www.gnu.org/licenses/>. |
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22 | */ |
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23 | |
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24 | #include <config.h> |
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25 | |
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26 | #include "WilcoxonFoldChange.h" |
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27 | #include "utility.h" |
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28 | #include "yat/classifier/Target.h" |
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29 | #include "yat/utility/DataWeight.h" |
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30 | |
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31 | #include <cmath> |
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32 | #include <vector> |
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33 | #include <iostream> |
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34 | |
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35 | namespace theplu { |
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36 | namespace yat { |
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37 | namespace statistics { |
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38 | |
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39 | |
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40 | WilcoxonFoldChange::WilcoxonFoldChange(bool absolute) |
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41 | : Score(absolute) |
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42 | { |
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43 | } |
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44 | |
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45 | |
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46 | double WilcoxonFoldChange::score(const classifier::Target& target, |
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47 | const utility::VectorBase& value) const |
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48 | { |
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49 | std::vector<double> distance; |
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50 | //Peter, should reserve the vector to avoid reallocations |
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51 | for (size_t i=0; i<target.size(); i++) { |
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52 | if (target.binary(i)) continue; |
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53 | for (size_t j=0; j<target.size(); j++) { |
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54 | if (!target.binary(j)) |
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55 | distance.push_back(value(i)-value(j)); |
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56 | } |
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57 | } |
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58 | if (absolute_) |
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59 | return std::abs(median(distance.begin(), distance.end())); |
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60 | return median(distance.begin(), distance.end()); |
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61 | } |
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62 | |
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63 | |
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64 | double WilcoxonFoldChange::score(const classifier::Target& target, |
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65 | const utility::VectorBase& value, |
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66 | const utility::VectorBase& weight) const |
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67 | { |
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68 | std::vector<utility::DataWeight> distance; |
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69 | //Peter, should reserve the vector to avoid reallocations |
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70 | for (size_t i=0; i<target.size(); i++) { |
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71 | if (target.binary(i)) continue; |
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72 | for (size_t j=0; j<target.size(); j++) { |
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73 | if (!target.binary(j)) |
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74 | distance.push_back(utility::DataWeight(value(i)-value(j), |
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75 | weight(i)*weight(j))); |
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76 | } |
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77 | } |
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78 | if (absolute_) |
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79 | return std::abs(median(distance.begin(), distance.end())); |
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80 | return median(distance.begin(), distance.end()); |
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81 | |
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82 | |
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83 | return 0; |
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84 | } |
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85 | |
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86 | }}} // of namespace statistics, yat, and theplu |
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