diff options
author | Andrej Shadura <andrewsh@debian.org> | 2019-03-09 22:30:40 +0000 |
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committer | Andrej Shadura <andrewsh@debian.org> | 2019-03-09 22:30:40 +0000 |
commit | 337087b668d3a54f3afee3a9adb597a32e9f7e94 (patch) | |
tree | d860094269622472f8079d497ac7af02dbb4e038 /src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java | |
parent | 14a486343aef55f97f54082d6b542dedebf6f3ba (diff) |
Import Upstream version 0.6.5~20141030
Diffstat (limited to 'src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java')
-rw-r--r-- | src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java | 113 |
1 files changed, 113 insertions, 0 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java b/src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java new file mode 100644 index 00000000..5cd9abce --- /dev/null +++ b/src/de/lmu/ifi/dbs/elki/data/model/ModelUtil.java @@ -0,0 +1,113 @@ +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; + } +} |