/** * 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.filter; import com.rapidminer.example.Attribute; import com.rapidminer.example.AttributeRole; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeCategory; import com.rapidminer.tools.Ontology; import java.util.List; /** * This operator switches off all features whose value type matches the one given in the parameter * <code>skip_features_of_type</code>. This can be useful e.g. for learning schemes that can handle * only nominal attributes. * * @author Buelent Moeller, Ingo Mierswa */ public class FeatureValueTypeFilter extends FeatureFilter { /** The parameter name for "All features of this type will be deselected." */ public static final String PARAMETER_SKIP_FEATURES_OF_TYPE = "skip_features_of_type"; /** The parameter name for "All features of this type will not be deselected." */ public static final String PARAMETER_EXCEPT_FEATURES_OF_TYPE = "except_features_of_type"; public FeatureValueTypeFilter(OperatorDescription description) { super(description); } /** * Implements the method required by the superclass. For features whose type is a subtype of the * one given as a parameter for this operator, TRUE is returned (otherwise FALSE). If no * parameter was provided, FALSE is always returned, so no feature is switched off. * * @param role * Feature to check. * @return TRUE if this feature should <b>not</b> be active in the output example set of this * operator. FALSE otherwise. */ @Override public boolean switchOffFeature(AttributeRole role) throws OperatorException { Attribute feature = role.getAttribute(); // first type (most general) was omitted in parameters int type = getParameterAsInt(PARAMETER_SKIP_FEATURES_OF_TYPE) + 1; int exceptionType = getParameterAsInt(PARAMETER_EXCEPT_FEATURES_OF_TYPE); if (exceptionType == 0) { return Ontology.ATTRIBUTE_VALUE_TYPE.isA(feature.getValueType(), type); } else { return Ontology.ATTRIBUTE_VALUE_TYPE.isA(feature.getValueType(), type) && !Ontology.ATTRIBUTE_VALUE_TYPE.isA(feature.getValueType(), exceptionType); } } @Override public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); // omitt first (most general) type String[] valueTypes = new String[Ontology.VALUE_TYPE_NAMES.length - 1]; for (int i = 0; i < valueTypes.length; i++) { valueTypes[i] = Ontology.VALUE_TYPE_NAMES[i + 1]; } ParameterType type = new ParameterTypeCategory(PARAMETER_SKIP_FEATURES_OF_TYPE, "All features of this type will be deselected.", valueTypes, 0); type.setExpert(false); types.add(type); String[] exceptionValueTypes = new String[valueTypes.length + 1]; exceptionValueTypes[0] = "none"; System.arraycopy(valueTypes, 0, exceptionValueTypes, 1, valueTypes.length); types.add(new ParameterTypeCategory(PARAMETER_EXCEPT_FEATURES_OF_TYPE, "All features of this type will not be deselected.", exceptionValueTypes, 0)); return types; } }