/* * 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.preprocessing.filter; import java.util.List; import com.rapidminer.example.Attribute; import com.rapidminer.example.Example; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeDouble; /** * Converts all numerical attributes to binary ones. If the value of an * attribute is between the specified minimal and maximal value, it becomes <em>false</em>, * otherwise <em>true</em>. If the value is missing, the new value will be missing. The default * boundaries are both set to 0, thus only 0.0 is mapped to false and all other values are * mapped to true. * * @author Sebastian Land, Ingo Mierswa, Shevek * @version $Id: NumericToBinominal.java,v 1.5 2008/05/09 19:22:58 ingomierswa Exp $ */ public class NumericToBinominal extends NumericToNominal { /** The parameter name for "The minimal value which is mapped to false (included)." */ public static final String PARAMETER_MIN = "min"; /** The parameter name for "The maximal value which is mapped to false (included)." */ public static final String PARAMETER_MAX = "max"; public NumericToBinominal(OperatorDescription description) { super(description); } protected void setValue(Example example, Attribute newAttribute, double value) throws OperatorException { double min = getParameterAsDouble(PARAMETER_MIN); double max = getParameterAsDouble(PARAMETER_MAX); if (Double.isNaN(value)) { example.setValue(newAttribute, Double.NaN); } else if ((value < min) || (value > max)) { example.setValue(newAttribute, newAttribute.getMapping().mapString("true")); } else { example.setValue(newAttribute, newAttribute.getMapping().mapString("false")); } } public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.add(new ParameterTypeDouble(PARAMETER_MIN, "The minimal value which is mapped to false (included).", Double.NEGATIVE_INFINITY, Double.POSITIVE_INFINITY, 0.0d)); types.add(new ParameterTypeDouble(PARAMETER_MAX, "The maximal value which is mapped to false (included).", Double.NEGATIVE_INFINITY, Double.POSITIVE_INFINITY, 0.0d)); return types; } }