diff options
Diffstat (limited to 'src/de/lmu/ifi/dbs/elki/datasource/filter/SparseFloatVectorRandomProjectionFilter.java')
-rw-r--r-- | src/de/lmu/ifi/dbs/elki/datasource/filter/SparseFloatVectorRandomProjectionFilter.java | 86 |
1 files changed, 86 insertions, 0 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/datasource/filter/SparseFloatVectorRandomProjectionFilter.java b/src/de/lmu/ifi/dbs/elki/datasource/filter/SparseFloatVectorRandomProjectionFilter.java new file mode 100644 index 00000000..8b09967b --- /dev/null +++ b/src/de/lmu/ifi/dbs/elki/datasource/filter/SparseFloatVectorRandomProjectionFilter.java @@ -0,0 +1,86 @@ +package de.lmu.ifi.dbs.elki.datasource.filter;
+/* +This file is part of ELKI: +Environment for Developing KDD-Applications Supported by Index-Structures + +Copyright (C) 2011 +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 java.util.Collections;
+import java.util.Map;
+
+import de.lmu.ifi.dbs.elki.data.SparseFloatVector;
+import de.lmu.ifi.dbs.elki.data.type.SimpleTypeInformation;
+import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
+import de.lmu.ifi.dbs.elki.data.type.VectorFieldTypeInformation;
+import de.lmu.ifi.dbs.elki.utilities.Util;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization.Parameterization;
+
+/**
+ * <p>Parser to project the ParsingResult obtained by a suitable base parser
+ * onto a randomly selected subset of attributes.</p>
+ *
+ * @author Arthur Zimek
+ */
+public class SparseFloatVectorRandomProjectionFilter extends AbstractRandomFeatureSelectionFilter<SparseFloatVector> {
+ /**
+ * Constructor.
+ *
+ * @param dim
+ */
+ public SparseFloatVectorRandomProjectionFilter(int dim) {
+ super(dim);
+ }
+
+ @Override
+ protected SparseFloatVector filterSingleObject(SparseFloatVector obj) {
+ return Util.project(obj, selectedAttributes);
+ }
+
+ @Override
+ protected SimpleTypeInformation<? super SparseFloatVector> getInputTypeRestriction() {
+ return TypeUtil.SPARSE_FLOAT_FIELD;
+ }
+
+ @SuppressWarnings("unused")
+ @Override
+ protected SimpleTypeInformation<? super SparseFloatVector> convertedType(SimpleTypeInformation<SparseFloatVector> in) {
+ final Map<Integer, Float> emptyMap = Collections.emptyMap();
+ return new VectorFieldTypeInformation<SparseFloatVector>(SparseFloatVector.class, k, new SparseFloatVector(emptyMap, k));
+ }
+
+ /**
+ * Parameterization class. + * + * @author Erich Schubert + * + * @apiviz.exclude + */
+ public static class Parameterizer extends AbstractRandomFeatureSelectionFilter.Parameterizer<SparseFloatVector> {
+ @Override
+ protected void makeOptions(Parameterization config) {
+ super.makeOptions(config);
+ }
+
+ @Override
+ protected SparseFloatVectorRandomProjectionFilter makeInstance() {
+ return new SparseFloatVectorRandomProjectionFilter(k);
+ }
+ }
+}
\ No newline at end of file |