/**
* 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.learner.tree;
import java.util.List;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.operator.Operator;
import com.rapidminer.operator.learner.tree.criterions.ColumnCriterion;
/**
* Builds a tree, not in parallel. The example set is preprocessed before starting the procedure. In
* each splitting step (except for the first), the attribute selection is preprocessed again. The
* preprocessings must be non-null.
*
* @author Gisa Schaefer
*
*/
public class NonParallelPreprocessingTreeBuilder extends NonParallelTreeBuilder {
private final SplitPreprocessing splitPreprocessing;
/**
* Checks that the preprocessings are not null. Stores the splitPreprocessing and pipes the
* other parameters to the super constructor.
*/
public NonParallelPreprocessingTreeBuilder(Operator operator, ColumnCriterion criterion,
List<ColumnTerminator> terminationCriteria, Pruner pruner, AttributePreprocessing preprocessing,
boolean prePruning, int numberOfPrepruningAlternatives, int minSizeForSplit, int minLeafSize,
SplitPreprocessing splitPreprocessing) {
super(operator, criterion, terminationCriteria, pruner, preprocessing, prePruning, numberOfPrepruningAlternatives,
minSizeForSplit, minLeafSize);
// the two preprocessings must be non-zero
if (preprocessing == null) {
throw new IllegalArgumentException("preprocessing must not be null");
}
if (splitPreprocessing == null) {
throw new IllegalArgumentException("splitPreprocessing must not be null");
}
this.splitPreprocessing = splitPreprocessing;
}
@Override
protected ExampleSet preprocessExampleSet(ExampleSet exampleSet) {
return splitPreprocessing.preprocess(exampleSet);
}
}