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authorAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:41 +0000
committerAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:41 +0000
commit38212b3127e90751fb39cda34250bc11be62b76c (patch)
treedc1397346030e9695bd763dddc93b3be527cd643 /elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java
parent337087b668d3a54f3afee3a9adb597a32e9f7e94 (diff)
Import Upstream version 0.7.0
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diff --git a/elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java b/elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java
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+package de.lmu.ifi.dbs.elki.distance.distancefunction;
+
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2015
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ 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/>.
+ */
+
+import de.lmu.ifi.dbs.elki.data.NumberVector;
+import de.lmu.ifi.dbs.elki.data.VectorUtil;
+import de.lmu.ifi.dbs.elki.data.spatial.SpatialComparable;
+import de.lmu.ifi.dbs.elki.data.type.SimpleTypeInformation;
+import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
+import de.lmu.ifi.dbs.elki.utilities.Alias;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;
+
+/**
+ * Cosine distance function for feature vectors.
+ *
+ * The cosine distance is computed from the cosine similarity by
+ * <code>1-(cosine similarity)</code>.
+ *
+ * @author Arthur Zimek
+ */
+@Alias({ "cosine" })
+public class CosineDistanceFunction extends AbstractSpatialDistanceFunction {
+ /**
+ * Static instance
+ */
+ public static final CosineDistanceFunction STATIC = new CosineDistanceFunction();
+
+ /**
+ * Constructor - use {@link #STATIC} instead.
+ *
+ * @deprecated Use static instance
+ */
+ @Deprecated
+ public CosineDistanceFunction() {
+ super();
+ }
+
+ /**
+ * Computes the cosine distance for two given feature vectors.
+ *
+ * The cosine distance is computed from the cosine similarity by
+ * <code>1-(cosine similarity)</code>.
+ *
+ * @param v1 first feature vector
+ * @param v2 second feature vector
+ * @return the cosine distance for two given feature vectors v1 and v2
+ */
+ @Override
+ public double distance(NumberVector v1, NumberVector v2) {
+ double d = 1 - VectorUtil.cosAngle(v1, v2);
+ if (d < 0) {
+ d = 0;
+ }
+ return d;
+ }
+
+ @Override
+ public double minDist(SpatialComparable mbr1, SpatialComparable mbr2) {
+ double d = 1 - VectorUtil.minCosAngle(mbr1, mbr2);
+ if (d < 0) {
+ d = 0;
+ }
+ return d;
+ }
+
+ @Override
+ public String toString() {
+ return "CosineDistance";
+ }
+
+ @Override
+ public boolean equals(Object obj) {
+ if (obj == null) {
+ return false;
+ }
+ if (obj == this) {
+ return true;
+ }
+ return this.getClass().equals(obj.getClass());
+ }
+
+ @Override
+ public SimpleTypeInformation<? super NumberVector> getInputTypeRestriction() {
+ return TypeUtil.NUMBER_VECTOR_VARIABLE_LENGTH;
+ }
+
+ /**
+ * Parameterization class.
+ *
+ * @author Erich Schubert
+ *
+ * @apiviz.exclude
+ */
+ public static class Parameterizer extends AbstractParameterizer {
+ @Override
+ protected CosineDistanceFunction makeInstance() {
+ return CosineDistanceFunction.STATIC;
+ }
+ }
+}