/** * Copyright (C) 2001-2017 by RapidMiner and the contributors * * Complete list of developers available at our web site: * * http://rapidminer.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.preprocessing.outlier; import com.rapidminer.example.Attributes; import com.rapidminer.operator.AbstractExampleSetProcessing; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.ports.metadata.AttributeMetaData; import com.rapidminer.operator.ports.metadata.ExampleSetMetaData; import com.rapidminer.operator.ports.metadata.MetaData; import com.rapidminer.operator.ports.metadata.SetRelation; import com.rapidminer.tools.Ontology; import java.util.Set; /** * Abstract superclass of outlier detection operators. * * TODO: All subclasses generate outlier indicator attribute. Double-check this and add this to meta * data. * * @author Simon Fischer */ public abstract class AbstractOutlierDetection extends AbstractExampleSetProcessing { public AbstractOutlierDetection(OperatorDescription description) { super(description); } @Override protected MetaData modifyMetaData(ExampleSetMetaData metaData) { AttributeMetaData amd = new AttributeMetaData(Attributes.OUTLIER_NAME, Ontology.BINOMINAL, Attributes.OUTLIER_NAME); amd.setValueSet(getOutlierValues(), SetRelation.EQUAL); metaData.addAttribute(amd); return metaData; } protected abstract Set<String> getOutlierValues(); @Override public boolean writesIntoExistingData() { return false; } }