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authorAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:40 +0000
committerAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:40 +0000
commit337087b668d3a54f3afee3a9adb597a32e9f7e94 (patch)
treed860094269622472f8079d497ac7af02dbb4e038 /src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java
parent14a486343aef55f97f54082d6b542dedebf6f3ba (diff)
Import Upstream version 0.6.5~20141030
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+package de.lmu.ifi.dbs.elki.data.model;
+
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2014
+ 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.database.relation.Relation;
+import de.lmu.ifi.dbs.elki.math.linearalgebra.Vector;
+import de.lmu.ifi.dbs.elki.utilities.datastructures.arraylike.ArrayLikeUtil;
+
+/**
+ * Utility classes for dealing with cluster models.
+ *
+ * @author Erich Schubert
+ *
+ * @apiviz.uses Model
+ * @apiviz.uses NumberVector
+ */
+public final class ModelUtil {
+ /**
+ * Get (and convert!) the representative vector for a cluster model.
+ *
+ * <b>Only representative-based models are supported!</b>
+ *
+ * {@code null} is returned when the model is not supported!
+ *
+ * @param model Model
+ * @param relation Data relation (for representatives specified per DBID)
+ * @param factory Vector factory, for type conversion.
+ * @return Vector of type V, {@code null} if not supported.
+ * @param <V> desired vector type
+ */
+ @SuppressWarnings("unchecked")
+ public static <V extends NumberVector> V getPrototype(Model model, Relation<? extends V> relation, NumberVector.Factory<V> factory) {
+ // Mean model contains a numeric Vector
+ if(model instanceof MeanModel) {
+ final Vector p = ((MeanModel) model).getMean();
+ if(factory.getRestrictionClass().isInstance(p)) {
+ return (V) p;
+ }
+ return factory.newNumberVector(p.getArrayRef());
+ }
+ // Handle medoid models
+ if(model instanceof MedoidModel) {
+ NumberVector p = relation.get(((MedoidModel) model).getMedoid());
+ if(factory.getRestrictionClass().isInstance(p)) {
+ return (V) p;
+ }
+ return factory.newNumberVector(p, ArrayLikeUtil.NUMBERVECTORADAPTER);
+ }
+ if(model instanceof PrototypeModel) {
+ Object p = ((PrototypeModel<?>) model).getPrototype();
+ if(factory.getRestrictionClass().isInstance(p)) {
+ return (V) p;
+ }
+ if(p instanceof NumberVector) {
+ return factory.newNumberVector((NumberVector) p, ArrayLikeUtil.NUMBERVECTORADAPTER);
+ }
+ return null; // Inconvertible
+ }
+ return null;
+ }
+
+ /**
+ * Get (and convert!) the representative vector for a cluster model.
+ *
+ * <b>Only representative-based models are supported!</b>
+ *
+ * {@code null} is returned when the model is not supported!
+ *
+ * @param model Model
+ * @param relation Data relation (for representatives specified per DBID)
+ * @return Some {@link NumberVector}, {@code null} if not supported.
+ */
+ public static NumberVector getPrototype(Model model, Relation<? extends NumberVector> relation) {
+ // Mean model contains a numeric Vector
+ if(model instanceof MeanModel) {
+ return ((MeanModel) model).getMean();
+ }
+ // Handle medoid models
+ if(model instanceof MedoidModel) {
+ return relation.get(((MedoidModel) model).getMedoid());
+ }
+ if(model instanceof PrototypeModel) {
+ Object p = ((PrototypeModel<?>) model).getPrototype();
+ if(p instanceof NumberVector) {
+ return (NumberVector) p;
+ }
+ return null; // Inconvertible
+ }
+ return null;
+ }
+}