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Diffstat (limited to 'src/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LinearAdapterLinear.java')
-rw-r--r-- | src/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LinearAdapterLinear.java | 98 |
1 files changed, 98 insertions, 0 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LinearAdapterLinear.java b/src/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LinearAdapterLinear.java new file mode 100644 index 00000000..c78ff112 --- /dev/null +++ b/src/de/lmu/ifi/dbs/elki/distance/distancefunction/adapter/LinearAdapterLinear.java @@ -0,0 +1,98 @@ +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) 2013 + 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.distancevalue.DoubleDistance; +import de.lmu.ifi.dbs.elki.distance.distancevalue.NumberDistance; +import de.lmu.ifi.dbs.elki.distance.similarityfunction.NormalizedSimilarityFunction; + +/** + * Adapter from a normalized similarity function to a distance function using + * <code>1 - sim</code>. + * + * @author Erich Schubert + * + * @apiviz.has Instance + * + * @param <O> Object class to process. + */ +public class LinearAdapterLinear<O> extends AbstractSimilarityAdapter<O> { + /** + * Constructor. + * + * @param similarityFunction Similarity function + */ + public LinearAdapterLinear(NormalizedSimilarityFunction<? super O, ? extends NumberDistance<?, ?>> similarityFunction) { + super(similarityFunction); + } + + @Override + public <T extends O> DistanceQuery<T, DoubleDistance> instantiate(Relation<T> database) { + SimilarityQuery<T, ? extends NumberDistance<?, ?>> 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, DoubleDistance> parent, SimilarityQuery<? super O, ? extends NumberDistance<?, ?>> similarityQuery) { + super(database, parent, similarityQuery); + } + + @Override + public double transform(double similarity) { + return 1.0 - similarity; + } + } + + /** + * Parameterization class. + * + * @author Erich Schubert + * + * @apiviz.exclude + */ + public static class Parameterizer<O> extends AbstractSimilarityAdapter.Parameterizer<O> { + @Override + protected LinearAdapterLinear<O> makeInstance() { + return new LinearAdapterLinear<>(similarityFunction); + } + } +}
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