/** * 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.example.set; import com.rapidminer.example.Attribute; import com.rapidminer.example.AttributeTransformation; import com.rapidminer.example.AttributeTypeException; import com.rapidminer.example.table.NominalMapping; /** * This transformation returns the remapped value, remapping from the current nominal mapping of the * attribute to the given {@link #overlayedMapping}. {@link #transform(Attribute, double)} maps the * given double value to a tranformed value that represents the same nominal value in * {@link #overlayedMapping} as the given value represents in the current attribute mapping. * * @author Ingo Mierswa */ public class AttributeTransformationRemapping implements AttributeTransformation { private static final long serialVersionUID = 1L; private NominalMapping overlayedMapping; public AttributeTransformationRemapping(NominalMapping overlayedMapping) { this.overlayedMapping = overlayedMapping; } public AttributeTransformationRemapping(AttributeTransformationRemapping other) { this.overlayedMapping = (NominalMapping) other.overlayedMapping.clone(); } @Override public Object clone() { return new AttributeTransformationRemapping(this); } public void setNominalMapping(NominalMapping mapping) { this.overlayedMapping = mapping; } @Override public double transform(Attribute attribute, double value) { if (Double.isNaN(value)) { return value; } if (attribute.isNominal()) { try { String nominalValue = attribute.getMapping().mapIndex((int) value); int index = overlayedMapping.getIndex(nominalValue); if (index < 0) { return Double.NaN; // return value; } else { return index; } } catch (AttributeTypeException e) { return Double.NaN; // throw new AttributeTypeException("Attribute '" + attribute.getName() + "': " + // e.getMessage()); } } else { return value; } } @Override public double inverseTransform(Attribute attribute, double value) { if (Double.isNaN(value)) { return value; } if (attribute.isNominal()) { try { String nominalValue = overlayedMapping.mapIndex((int) value); int newValue = attribute.getMapping().getIndex(nominalValue); if (newValue < 0) { return value; } else { return newValue; } } catch (AttributeTypeException e) { return value; // throw new AttributeTypeException("Attribute '" + attribute.getName() + "': " + // e.getMessage()); } } else { return value; } } @Override public boolean isReversable() { return true; } }