/* * RapidMiner * * Copyright (C) 2001-2011 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.normalization; import java.util.Iterator; import java.util.Map; import com.rapidminer.example.Attribute; import com.rapidminer.example.AttributeRole; import com.rapidminer.example.Attributes; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.SimpleAttributes; import com.rapidminer.example.table.ViewAttribute; import com.rapidminer.operator.IOObject; import com.rapidminer.operator.preprocessing.normalization.DenormalizationOperator.LinearTransformation; import com.rapidminer.tools.Ontology; import com.rapidminer.tools.Tools; /** * This Model can invert each possible linear transformation given by a normalization model. * @author Sebastian Land */ public class DenormalizationModel extends AbstractNormalizationModel implements IOObject { private static final long serialVersionUID = 1370670246351357686L; private Map<String, LinearTransformation> attributeTransformations; private AbstractNormalizationModel invertedModel; protected DenormalizationModel(ExampleSet exampleSet, Map<String, LinearTransformation> attributeTransformations, AbstractNormalizationModel model) { super(exampleSet); this.attributeTransformations = attributeTransformations; this.invertedModel = model; } @Override public Attributes getTargetAttributes(ExampleSet viewParent) { SimpleAttributes attributes = new SimpleAttributes(); // add special attributes to new attributes Iterator<AttributeRole> roleIterator = viewParent.getAttributes().allAttributeRoles(); while (roleIterator.hasNext()) { AttributeRole role = roleIterator.next(); if (role.isSpecial()) { attributes.add(role); } } // add regular attributes for (Attribute attribute : viewParent.getAttributes()) { if (!attribute.isNumerical() || !attributeTransformations.containsKey(attribute.getName())) { attributes.addRegular(attribute); } else { // giving new attributes old name: connection to rangesMap attributes.addRegular(new ViewAttribute(this, attribute, attribute.getName(), Ontology.NUMERICAL, null)); } } return attributes; } @Override public double getValue(Attribute targetAttribute, double value) { LinearTransformation linearTransformation = attributeTransformations.get(targetAttribute.getName()); if (linearTransformation != null) { return (value - linearTransformation.b) / linearTransformation.a; } return value; } @Override public String toResultString() { StringBuilder builder = new StringBuilder(); builder.append("Denormalization Model of the following Normalization:" + Tools.getLineSeparator()); builder.append(invertedModel.toResultString()); return builder.toString(); } }