/*
* RapidMiner
*
* Copyright (C) 2001-2014 by RapidMiner and the contributors
*
* Complete list of developers available at our web site:
*
* http://rapidminer.com
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with this program. If not, see http://www.gnu.org/licenses/.
*/
package com.rapidminer.tools.math.similarity.nominal;
/**
* Implements the Dice similarity for nominal attributes.
*
* @author Sebastian Land, Michael Wurst
*/
public class JaccardNominalSimilarity extends AbstractNominalSimilarity {
private static final long serialVersionUID = 6210763597892503744L;
@Override
protected double calculateSimilarity(double equalNonFalseValues, double unequalValues, double falseValues) {
return equalNonFalseValues / (equalNonFalseValues + unequalValues);
}
@Override
public String toString() {
return "Jaccard nominal similarity";
}
}