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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/adapter/LnSimilarityAdapter.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/adapter/LnSimilarityAdapter.java b/elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LnSimilarityAdapter.java
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+++ b/elki/src/main/java/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LnSimilarityAdapter.java
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+package de.lmu.ifi.dbs.elki.distance.distancefunction.adapter;
+
+/*
+ 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.database.query.distance.DistanceQuery;
+import de.lmu.ifi.dbs.elki.database.query.similarity.SimilarityQuery;
+import de.lmu.ifi.dbs.elki.database.relation.Relation;
+import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
+import de.lmu.ifi.dbs.elki.distance.similarityfunction.NormalizedSimilarityFunction;
+
+/**
+ * Adapter from a normalized similarity function to a distance function using
+ * <code>-log(sim)</code>.
+ *
+ * @author Erich Schubert
+ *
+ * @apiviz.has Instance
+ *
+ * @param <O> object class to process.
+ */
+public class LnSimilarityAdapter<O> extends AbstractSimilarityAdapter<O> {
+ /**
+ * Constructor.
+ *
+ * @param similarityFunction Similarity function
+ */
+ public LnSimilarityAdapter(NormalizedSimilarityFunction<? super O> similarityFunction) {
+ super(similarityFunction);
+ }
+
+ @Override
+ public <T extends O> DistanceQuery<T> instantiate(Relation<T> database) {
+ SimilarityQuery<T> similarityQuery = similarityFunction.instantiate(database);
+ return new Instance<>(database, this, similarityQuery);
+ }
+
+ /**
+ * Distance function instance
+ *
+ * @author Erich Schubert
+ *
+ * @param <O> Object type
+ */
+ public static class Instance<O> extends AbstractSimilarityAdapter.Instance<O> {
+ /**
+ * Constructor.
+ *
+ * @param database Database
+ * @param parent Parent distance
+ * @param similarityQuery similarity Query to use
+ */
+ public Instance(Relation<O> database, DistanceFunction<? super O> parent, SimilarityQuery<O> similarityQuery) {
+ super(database, parent, similarityQuery);
+ }
+
+ @Override
+ public double transform(double similarity) {
+ return -Math.log(similarity);
+ }
+ }
+
+ /**
+ * Parameterization class.
+ *
+ * @author Erich Schubert
+ *
+ * @apiviz.exclude
+ */
+ public static class Parameterizer<O> extends AbstractSimilarityAdapter.Parameterizer<O, NormalizedSimilarityFunction<? super O>> {
+ @Override
+ protected LnSimilarityAdapter<O> makeInstance() {
+ return new LnSimilarityAdapter<>(similarityFunction);
+ }
+
+ @Override
+ protected Class<? extends NormalizedSimilarityFunction<? super O>> getSimilarityRestriction() {
+ return NORMALIZED_SIMILARITY;
+ }
+ }
+} \ No newline at end of file