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}