edu.uci.jforestsx.learning.trees.regression.RegressionHistogram Maven / Gradle / Ivy
/**
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package edu.uci.jforestsx.learning.trees.regression;
import java.util.Arrays;
import edu.uci.jforestsx.dataset.Feature;
import edu.uci.jforestsx.dataset.Histogram;
import edu.uci.jforestsx.learning.trees.CandidateSplitsForLeaf;
/**
* @author Yasser Ganjisaffar
*/
public class RegressionHistogram extends Histogram {
public double sumTargets;
public double[] perValueSumTargets;
public RegressionHistogram(Feature feature) {
super(feature);
sumTargets = 0;
perValueSumTargets = new double[numValues];
}
@Override
protected void initCustomData(CandidateSplitsForLeaf leafSplitCandidates, int[] instances) {
RegressionCandidateSplitsForLeaf rLeafSplitCandidates = (RegressionCandidateSplitsForLeaf) leafSplitCandidates;
sumTargets = rLeafSplitCandidates.getSumTargets();
Arrays.fill(perValueSumTargets, 0);
feature.bins.initHistogram(this, totalCount, leafSplitCandidates.getTargets(),
leafSplitCandidates.getWeights(), leafSplitCandidates.getIndices(), instances);
}
@Override
protected void subtractCustomData(Histogram child) {
RegressionHistogram rChild = (RegressionHistogram) child;
sumTargets -= rChild.sumTargets;
for (int i = 0; i < numValues; i++) {
perValueSumTargets[i] -= rChild.perValueSumTargets[i];
}
}
}