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.Iterator; 027import java.util.NoSuchElementException; 028 029/** 030 * <br> 031 * Copyright (c) 2007-2008, Regents of the University of Colorado <br> 032 * All rights reserved. 033 * 034 * 035 * @author Philipp Wetzler 036 * 037 */ 038public abstract class FeatureVector implements Iterable<FeatureVector.Entry> { 039 040 public void add(FeatureVector other) throws InvalidFeatureVectorValueException { 041 for (FeatureVector.Entry entry : other) { 042 this.set(entry.index, this.get(entry.index) + entry.value); 043 } 044 } 045 046 public void multiply(double factor) throws InvalidFeatureVectorValueException { 047 for (FeatureVector.Entry entry : this) { 048 this.set(entry.index, this.get(entry.index) * factor); 049 } 050 } 051 052 public double l2Norm() { 053 double l = 0.0; 054 055 for (FeatureVector.Entry entry : this) { 056 l += entry.value * entry.value; 057 } 058 059 return Math.sqrt(l); 060 } 061 062 @Override 063 public boolean equals(Object o) { 064 FeatureVector other; 065 try { 066 other = (FeatureVector) o; 067 } catch (ClassCastException e) { 068 return false; 069 } 070 071 Iterator<Entry> thisIt = this.iterator(); 072 Iterator<Entry> otherIt = other.iterator(); 073 while (thisIt.hasNext() || otherIt.hasNext()) { 074 Entry thisEntry; 075 Entry otherEntry; 076 try { 077 thisEntry = thisIt.next(); 078 otherEntry = otherIt.next(); 079 } catch (NoSuchElementException e) { 080 return false; 081 } 082 083 if (!thisEntry.equals(otherEntry)) 084 return false; 085 } 086 087 return true; 088 } 089 090 @Override 091 public int hashCode() { 092 int result = 1451; 093 for (Entry e : this) { 094 result = 757 * result + e.hashCode(); 095 } 096 return result; 097 } 098 099 /** 100 * Set the feature at index to value. 101 */ 102 public abstract void set(int index, double value) throws InvalidFeatureVectorValueException; 103 104 /** 105 * Return the value at index. 106 * 107 * @param index 108 * The index 109 * @return The value at the index 110 */ 111 public abstract double get(int index); 112 113 /** 114 * Gives an iterator over the non-zero features. 115 */ 116 public abstract Iterator<Entry> iterator(); 117 118 public double innerProduct(FeatureVector other) { 119 double result = 0.0; 120 121 for (FeatureVector.Entry entry : other) { 122 result += this.get(entry.index) * entry.value; 123 } 124 125 return result; 126 } 127 128 public static class Entry { 129 public Entry(int index, double value) { 130 this.index = index; 131 this.value = value; 132 } 133 134 @Override 135 public boolean equals(Object o) { 136 Entry other; 137 try { 138 other = (Entry) o; 139 } catch (ClassCastException e) { 140 return false; 141 } 142 143 if (this.index != other.index) 144 return false; 145 146 if (this.value != other.value) 147 return false; 148 149 return true; 150 } 151 152 @Override 153 public int hashCode() { 154 int result = 83; 155 result = 47 * result + this.index; 156 result = 47 * result + new Double(this.value).hashCode(); 157 return result; 158 } 159 160 public final int index; 161 162 public final double value; 163 } 164 165}