/* * RapidMiner * * Copyright (C) 2001-2008 by Rapid-I and the contributors * * Complete list of developers available at our web site: * * http://rapid-i.com * * 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/. */ package com.rapidminer.operator.features.weighting; import java.util.List; import com.rapidminer.example.AttributeWeights; import com.rapidminer.operator.IOObject; import com.rapidminer.operator.Model; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.features.transformation.ComponentWeightsCreatable; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeBoolean; import com.rapidminer.parameter.ParameterTypeInt; /** * For models creating components like <code>PCA</code>, <code>GHA</code> * and <code>FastICA</code> you can create the <code>AttributeWeights</code> * from a component. * * @author Daniel Hakenjos, Ingo Mierswa * @version $Id: ComponentWeights.java,v 1.7 2008/07/07 07:06:36 ingomierswa Exp $ */ public class ComponentWeights extends Operator { /** The parameter name for "Activates the normalization of all weights." */ public static final String PARAMETER_NORMALIZE_WEIGHTS = "normalize_weights"; /** The parameter name for "Create the weights of this component." */ public static final String PARAMETER_COMPONENT_NUMBER = "component_number"; private static final Class[] INPUT_CLASSES = new Class[] { Model.class }; private static final Class[] OUTPUT_CLASSES = new Class[] { Model.class, AttributeWeights.class }; public ComponentWeights(OperatorDescription description) { super(description); } public IOObject[] apply() throws OperatorException { Model model = getInput(Model.class); if (!(model instanceof ComponentWeightsCreatable)) { throw new OperatorException(getName() + ": needs an input model wich implements the ComponentWeightsCreatable interface:" + model.getClass().getName()); } int component = getParameterAsInt(PARAMETER_COMPONENT_NUMBER); AttributeWeights weights = ((ComponentWeightsCreatable) model).getWeightsOfComponent(component); // normalize if (getParameterAsBoolean(PARAMETER_NORMALIZE_WEIGHTS)) { weights.normalize(); } return new IOObject[] { model, weights }; } public Class<?>[] getInputClasses() { return INPUT_CLASSES; } public Class<?>[] getOutputClasses() { return OUTPUT_CLASSES; } public List<ParameterType> getParameterTypes() { List<ParameterType> list = super.getParameterTypes(); list.add(new ParameterTypeBoolean(PARAMETER_NORMALIZE_WEIGHTS, "Activates the normalization of all weights.", false)); list.add(new ParameterTypeInt(PARAMETER_COMPONENT_NUMBER, "Create the weights of this component.", 1, Integer.MAX_VALUE, 1)); return list; } }