1 | #ifndef theplu_yat_classifier_knn_uniform_h |
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2 | #define theplu_yat_classifier_knn_uniform_h |
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3 | |
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4 | // $Id: KNN_Uniform.h 1522 2008-09-23 13:41:19Z peter $ |
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5 | |
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6 | /* |
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7 | Copyright (C) 2008 Markus Ringnér |
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8 | |
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9 | This file is part of the yat library, http://dev.thep.lu.se/yat |
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10 | |
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11 | The yat library is free software; you can redistribute it and/or |
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12 | modify it under the terms of the GNU General Public License as |
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13 | published by the Free Software Foundation; either version 3 of the |
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14 | License, or (at your option) any later version. |
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15 | |
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16 | The yat library is distributed in the hope that it will be useful, |
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17 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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18 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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19 | General Public License for more details. |
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20 | |
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21 | You should have received a copy of the GNU General Public License |
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22 | along with yat. If not, see <http://www.gnu.org/licenses/>. |
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23 | */ |
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24 | |
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25 | |
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26 | #include <vector> |
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27 | |
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28 | namespace theplu { |
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29 | namespace yat { |
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30 | |
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31 | namespace utility { |
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32 | class VectorBase; |
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33 | class VectorMutable; |
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34 | } |
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35 | |
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36 | namespace classifier { |
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37 | |
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38 | class Target; |
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39 | |
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40 | |
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41 | /// |
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42 | /// @brief A model of the concept \ref concept_neighbor_weighting to |
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43 | /// be used with KNN to weight the votes of the k nearest neighbors |
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44 | /// of a sample. |
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45 | /// |
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46 | /// KNN_Uniform weights the nearest neighbours uniformly |
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47 | /// so the total vote for a class is equal to the number of nearest |
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48 | /// neighbors belonging to the class. |
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49 | /// |
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50 | struct KNN_Uniform |
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51 | { |
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52 | /** |
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53 | The total vote for each class is calculated and returned in prediction. |
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54 | */ |
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55 | void operator()(const utility::VectorBase& distance, |
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56 | const std::vector<size_t>& k_sorted, |
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57 | const Target& target, |
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58 | utility::VectorMutable& prediction) const; |
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59 | }; |
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60 | |
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61 | }}} // of namespace classifier, yat, and theplu |
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62 | |
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63 | #endif |
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