/* * 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.construction; import java.util.LinkedList; import java.util.List; import com.rapidminer.example.Attribute; import com.rapidminer.example.Example; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.table.AttributeFactory; import com.rapidminer.operator.IOObject; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeString; import com.rapidminer.tools.Ontology; /** * This operator creates all products of the specified attributes. The attribute * names can be specified by regular expressions. * * @author Ingo Mierswa * @version $Id: ProductGenerationOperator.java,v 1.1 2008/09/04 17:54:08 ingomierswa Exp $ */ public class ProductGenerationOperator extends Operator { public static final String PARAMETER_FIRST_ATTRIBUTE_NAME = "first_attribute_name"; public static final String PARAMETER_SECOND_ATTRIBUTE_NAME = "second_attribute_name"; public ProductGenerationOperator(OperatorDescription description) { super(description); } public IOObject[] apply() throws OperatorException { ExampleSet exampleSet = getInput(ExampleSet.class); List<Attribute> newAttributes = new LinkedList<Attribute>(); String firstAttributeName = getParameterAsString(PARAMETER_FIRST_ATTRIBUTE_NAME); String secondAttributeName = getParameterAsString(PARAMETER_SECOND_ATTRIBUTE_NAME); for (Attribute attribute : exampleSet.getAttributes()) { if (attribute.isNumerical()) { if (attribute.getName().matches(firstAttributeName)) { for (Attribute attribute2 : exampleSet.getAttributes()) { if (attribute2.isNumerical()) { if (attribute2.getName().matches(secondAttributeName)) { newAttributes.add(createAttribute(exampleSet, attribute, attribute2)); } } } } } } for (Attribute attribute : newAttributes) { exampleSet.getAttributes().addRegular(attribute); } return new IOObject[] { exampleSet }; } private Attribute createAttribute(ExampleSet exampleSet, Attribute attribute1, Attribute attribute2) { Attribute result = AttributeFactory.createAttribute(AttributeFactory.createName("(" + attribute1.getConstruction().toString() + ") * (" + attribute2.getConstruction().toString() + ")"), Ontology.REAL); exampleSet.getExampleTable().addAttribute(result); for (Example example : exampleSet) { double value1 = example.getValue(attribute1); double value2 = example.getValue(attribute2); double resultValue = value1 * value2; example.setValue(result, resultValue); } return result; } public Class<?>[] getInputClasses() { return new Class[] { ExampleSet.class }; } public Class<?>[] getOutputClasses() { return new Class[] { ExampleSet.class }; } public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.add(new ParameterTypeString(PARAMETER_FIRST_ATTRIBUTE_NAME, "The name(s) of the first attribute to be multiplied (regular expression possible).", false)); types.add(new ParameterTypeString(PARAMETER_SECOND_ATTRIBUTE_NAME, "The name(s) of the second attribute to be multiplied (regular expression possible).", false)); return types; } }