001/** 002 * Copyright (c) 2007-2008, 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.util.featurevector; 025 026import java.util.Map; 027import java.util.SortedMap; 028import java.util.TreeMap; 029 030/** 031 * <br> 032 * Copyright (c) 2007-2008, Regents of the University of Colorado <br> 033 * All rights reserved. 034 * 035 * 036 * 037 * @author Philipp Wetzler 038 * 039 */ 040public class SparseFeatureVector extends FeatureVector { 041 042 SortedMap<Integer, Double> values; 043 044 public SparseFeatureVector() { 045 values = new TreeMap<Integer, Double>(); 046 } 047 048 public SparseFeatureVector(FeatureVector fv) throws InvalidFeatureVectorValueException { 049 this(); 050 for (FeatureVector.Entry entry : fv) { 051 this.set(entry.index, entry.value); 052 } 053 } 054 055 public double get(int index) { 056 Double returnValue = this.values.get(index); 057 058 if (returnValue != null) 059 return returnValue; 060 else 061 return 0.0; 062 } 063 064 public java.util.Iterator<Entry> iterator() { 065 return new Iterator(this.values); 066 } 067 068 public void set(int index, double value) throws InvalidFeatureVectorValueException { 069 if (Double.isInfinite(value) || Double.isNaN(value)) 070 throw new InvalidFeatureVectorValueException(index, value); 071 072 if (value != 0.0) 073 this.values.put(index, value); 074 else { 075 if (this.values.containsKey(index)) 076 this.values.remove(index); 077 } 078 } 079 080 class Iterator implements java.util.Iterator<FeatureVector.Entry> { 081 082 java.util.Iterator<Map.Entry<Integer, Double>> subIterator; 083 084 SortedMap<Integer, Double> itValues; 085 086 Iterator(SortedMap<Integer, Double> values) { 087 this.itValues = values; 088 this.subIterator = values.entrySet().iterator(); 089 } 090 091 public boolean hasNext() { 092 return this.subIterator.hasNext(); 093 } 094 095 public FeatureVector.Entry next() { 096 Map.Entry<Integer, Double> nextEntry = this.subIterator.next(); 097 098 int key = nextEntry.getKey(); 099 double value = nextEntry.getValue(); 100 101 return new FeatureVector.Entry(key, value); 102 } 103 104 public void remove() { 105 throw new UnsupportedOperationException(); 106 } 107 108 } 109 110 public double innerProduct(FeatureVector other) { 111 double result = 0.0; 112 113 for (FeatureVector.Entry entry : this) { 114 result += entry.value * other.get(entry.index); 115 } 116 117 return result; 118 } 119}