001/* 002 * Copyright (c) 2012, Regents of the University of Colorado 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without 006 * modification, are permitted provided that the following conditions are met: 007 * 008 * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 009 * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 010 * Neither the name of the University of Colorado at Boulder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. 011 * 012 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" 013 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE 014 * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE 015 * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE 016 * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR 017 * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF 018 * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS 019 * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN 020 * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) 021 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE 022 * POSSIBILITY OF SUCH DAMAGE. 023 */ 024package org.cleartk.ml.feature.transform.extractor; 025 026import java.util.Map; 027 028/** 029 * Like cosine similarity, but accepts a pre-specified vector, to avoid repeated recalculation of 030 * the magnitude 031 * 032 * <br> 033 * Copyright (c) 2012, Regents of the University of Colorado <br> 034 * All rights reserved. 035 * 036 * @author Lee Becker 037 */ 038public class FixedCosineSimilarity implements SimilarityFunction { 039 040 protected Map<String, Double> fixedVector; 041 042 protected double fixedMagnitude; 043 044 public FixedCosineSimilarity(Map<String, Double> fixedVector) { 045 this.fixedVector = fixedVector; 046 this.fixedMagnitude = CosineSimilarity.magnitude(fixedVector); 047 } 048 049 public double distance(Map<String, Double> vector) { 050 double magnitude = CosineSimilarity.magnitude(vector); 051 return (magnitude == 0.0 || fixedMagnitude == 0) ? 0.0 : CosineSimilarity.dotProduct( 052 vector, 053 this.fixedVector) / (magnitude * fixedMagnitude); 054 } 055 056 @Override 057 public double distance(Map<String, Double> vector1, Map<String, Double> vector2) { 058 return this.distance(vector1); 059 } 060 061}