/**
* 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 given {@link #baseMapping} to
* the current mapping of the attribute. {@link #transform(Attribute, double)} maps the given double
* value to a tranformed value that represents the same nominal value in the current attribute
* mapping as the given value represents in the {@link #baseMapping}. This transformation should be
* used if the mapping of an attribute is changed. In that case, use the old mapping as
* {@link #baseMapping} in this transformation.
*
* @author Ingo Mierswa, Gisa Schaefer
* @since 7.4
*/
public class FullAttributeTransformationRemapping implements AttributeTransformation {
private static final long serialVersionUID = 1L;
private NominalMapping baseMapping;
public FullAttributeTransformationRemapping(NominalMapping baseMapping) {
this.baseMapping = baseMapping;
}
public FullAttributeTransformationRemapping(FullAttributeTransformationRemapping other) {
this.baseMapping = (NominalMapping) other.baseMapping.clone();
}
@Override
public Object clone() {
return new FullAttributeTransformationRemapping(this);
}
public void setNominalMapping(NominalMapping mapping) {
this.baseMapping = mapping;
}
@Override
public double transform(Attribute attribute, double value) {
if (Double.isNaN(value)) {
return value;
}
if (attribute.isNominal()) {
try {
String nominalValue = baseMapping.mapIndex((int) value);
int index = attribute.getMapping().getIndex(nominalValue);
if (index < 0) {
return Double.NaN;
} else {
return index;
}
} catch (AttributeTypeException e) {
return Double.NaN;
}
} else {
return value;
}
}
@Override
public double inverseTransform(Attribute attribute, double value) {
if (Double.isNaN(value)) {
return value;
}
if (attribute.isNominal()) {
try {
String nominalValue = attribute.getMapping().mapIndex((int) value);
int newValue = baseMapping.getIndex(nominalValue);
if (newValue < 0) {
return value;
} else {
return newValue;
}
} catch (AttributeTypeException e) {
return value;
}
} else {
return value;
}
}
@Override
public boolean isReversable() {
return true;
}
}