| 1 | /* |
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| 2 | * This program is free software; you can redistribute it and/or modify |
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| 3 | * it under the terms of the GNU General Public License as published by |
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| 4 | * the Free Software Foundation; either version 2 of the License, or |
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| 5 | * (at your option) any later version. |
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| 6 | * |
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| 7 | * This program is distributed in the hope that it will be useful, |
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| 8 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
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| 9 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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| 10 | * GNU General Public License for more details. |
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| 11 | * |
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| 12 | * You should have received a copy of the GNU General Public License |
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| 13 | * along with this program; if not, write to the Free Software |
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| 14 | * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. |
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| 15 | */ |
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| 16 | |
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| 17 | /* |
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| 18 | * AbstractStringDistanceFunction.java |
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| 19 | * Copyright (C) 2008 Bruno Woltzenlogel Paleo (http://www.logic.at/people/bruno/ ; http://bruno-wp.blogspot.com/) |
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| 20 | * |
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| 21 | */ |
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| 22 | |
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| 23 | package weka.core; |
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| 24 | |
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| 25 | /** |
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| 26 | * Computes the Levenshtein edit distance between two strings. |
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| 27 | * |
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| 28 | * @author Bruno Woltzenlogel Paleo |
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| 29 | * @version $Revision: 5987 $ |
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| 30 | */ |
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| 31 | public class EditDistance |
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| 32 | extends AbstractStringDistanceFunction { |
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| 33 | |
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| 34 | public EditDistance() { |
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| 35 | } |
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| 36 | |
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| 37 | public EditDistance(Instances data) { |
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| 38 | super(data); |
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| 39 | } |
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| 40 | |
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| 41 | /** |
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| 42 | * Calculates the distance (Levenshtein Edit Distance) between two strings |
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| 43 | * |
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| 44 | * @param stringA the first string |
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| 45 | * @param stringB the second string |
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| 46 | * @return the distance between the two given strings |
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| 47 | */ |
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| 48 | double stringDistance(String stringA, String stringB) { |
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| 49 | int lengthA = stringA.length(); |
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| 50 | int lengthB = stringB.length(); |
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| 51 | |
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| 52 | double[][] distanceMatrix = new double[lengthA + 1][lengthB + 1]; |
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| 53 | |
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| 54 | for (int i = 0; i <= lengthA; i++) { |
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| 55 | distanceMatrix[i][0] = i; |
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| 56 | } |
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| 57 | |
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| 58 | for (int j = 1; j <= lengthB; j++) { |
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| 59 | distanceMatrix[0][j] = j; |
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| 60 | } |
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| 61 | |
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| 62 | for (int i = 1; i <= lengthA; i++) { |
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| 63 | for (int j = 1; j <= lengthB; j++) { |
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| 64 | if (stringA.charAt(i - 1) == stringB.charAt(j - 1)) { |
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| 65 | distanceMatrix[i][j] = distanceMatrix[i - 1][j - 1]; |
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| 66 | } |
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| 67 | else { |
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| 68 | distanceMatrix[i][j] = 1 + Math.min(distanceMatrix[i - 1][j], |
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| 69 | Math.min(distanceMatrix[i][j - 1], |
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| 70 | distanceMatrix[i - 1][j - 1])); |
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| 71 | } |
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| 72 | } |
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| 73 | } |
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| 74 | return distanceMatrix[lengthA][lengthB]; |
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| 75 | } |
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| 76 | |
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| 77 | |
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| 78 | /** |
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| 79 | * Returns a string describing this object. |
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| 80 | * |
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| 81 | * @return a description of the evaluator suitable for |
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| 82 | * displaying in the explorer/experimenter gui |
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| 83 | */ |
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| 84 | public String globalInfo() { |
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| 85 | return |
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| 86 | "Implementing Levenshtein distance function.\n\n" |
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| 87 | + "One object defines not one distance but the data model in which " |
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| 88 | + "the distances between objects of that data model can be computed.\n\n" |
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| 89 | + "Attention: For efficiency reasons the use of consistency checks " |
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| 90 | + "(like are the data models of the two instances exactly the same), " |
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| 91 | + "is low.\n\n" |
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| 92 | + "For more information, see: http://en.wikipedia.org/wiki/Levenshtein_distance\n\n"; |
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| 93 | } |
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| 94 | |
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| 95 | /** |
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| 96 | * Returns the revision string. |
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| 97 | * |
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| 98 | * @return the revision |
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| 99 | */ |
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| 100 | public String getRevision() { |
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| 101 | return RevisionUtils.extract("$Revision: 5987 $"); |
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| 102 | } |
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| 103 | } |
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