package de.lmu.ifi.dbs.elki.data.projection; /* This file is part of ELKI: Environment for Developing KDD-Applications Supported by Index-Structures Copyright (C) 2012 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 . */ import de.lmu.ifi.dbs.elki.data.NumberVector; import de.lmu.ifi.dbs.elki.data.type.SimpleTypeInformation; import de.lmu.ifi.dbs.elki.data.type.TypeInformation; import de.lmu.ifi.dbs.elki.data.type.VectorTypeInformation; import de.lmu.ifi.dbs.elki.utilities.datastructures.arraylike.ArrayLikeUtil; import de.lmu.ifi.dbs.elki.utilities.datastructures.arraylike.NumberArrayAdapter; import de.lmu.ifi.dbs.elki.utilities.datastructures.arraylike.SubsetArrayAdapter; /** * Projection class for number vectors. * * @author Erich Schubert * * @param Vector type * @param Number type */ public class NumericalFeatureSelection, N extends Number> extends AbstractFeatureSelection { /** * Minimum dimensionality required for projection */ private int mindim; /** * Object factory */ private V factory; /** * Output dimensionality */ private int dimensionality; /** * Constructor. * * @param dims Dimensions * @param factory Object factory */ public NumericalFeatureSelection(int[] dims, V factory) { super(new SubsetArrayAdapter(getAdapter(factory), dims)); this.factory = factory; this.dimensionality = dims.length; int mindim = 0; for(int dim : dims) { mindim = Math.max(mindim, dim + 1); } this.mindim = mindim; } /** * Choose the best adapter for this. * * @param factory Object factory, for type inference * @return Adapter */ private static , N extends Number> NumberArrayAdapter getAdapter(V factory) { return ArrayLikeUtil.numberVectorAdapter(factory); } @SuppressWarnings("unchecked") @Override public V project(V data) { return factory.newNumberVector(data, (NumberArrayAdapter) adapter); } @Override public SimpleTypeInformation getOutputDataTypeInformation() { @SuppressWarnings("unchecked") final Class cls = (Class) factory.getClass(); return new VectorTypeInformation(cls, dimensionality, dimensionality); } @Override public TypeInformation getInputDataTypeInformation() { @SuppressWarnings("unchecked") final Class cls = (Class) factory.getClass(); return new VectorTypeInformation(cls, mindim, Integer.MAX_VALUE); } }