diff options
author | Andrej Shadura <andrewsh@debian.org> | 2019-03-09 22:30:41 +0000 |
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committer | Andrej Shadura <andrewsh@debian.org> | 2019-03-09 22:30:41 +0000 |
commit | 38212b3127e90751fb39cda34250bc11be62b76c (patch) | |
tree | dc1397346030e9695bd763dddc93b3be527cd643 /elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java | |
parent | 337087b668d3a54f3afee3a9adb597a32e9f7e94 (diff) |
Import Upstream version 0.7.0
Diffstat (limited to 'elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java')
-rw-r--r-- | elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java | 121 |
1 files changed, 121 insertions, 0 deletions
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 new file mode 100644 index 00000000..b0f55abd --- /dev/null +++ b/elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/CosineDistanceFunction.java @@ -0,0 +1,121 @@ +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; + } + } +} |