/*
* RapidMiner
*
* Copyright (C) 2001-2014 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.preprocessing.transformation.aggregation;
import java.util.HashMap;
import java.util.Map.Entry;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.Example;
import com.rapidminer.example.table.DataRow;
/**
* This is an {@link Aggregator} for the {@link ModeAggregationFunction}.
* If the mode is not unique, the first value from the nominal mapping will be used.
*
* @author Sebastian Land
*/
public class ModeAggregator implements Aggregator {
private Attribute sourceAttribute;
private double[] frequencies;
private HashMap<Double, Double> frequenciesMap;
public ModeAggregator(AggregationFunction function) {
this.sourceAttribute = function.getSourceAttribute();
if (sourceAttribute.isNominal())
frequencies = new double[sourceAttribute.getMapping().size()];
else
frequenciesMap = new HashMap<Double, Double>();
}
@Override
public void count(Example example) {
double value = example.getValue(sourceAttribute);
if (!Double.isNaN(value)) {
if (frequencies != null) {
frequencies[(int) value]++;
} else {
Double frequency = frequenciesMap.get(value);
if (frequency == null)
frequenciesMap.put(value, 1d);
else
frequenciesMap.put(value, frequency + 1d);
}
}
}
@Override
public void count(Example example, double weight) {
double value = example.getValue(sourceAttribute);
if (!Double.isNaN(value))
if (frequencies != null) {
frequencies[(int) value] += weight;
} else {
Double frequency = frequenciesMap.get(value);
if (frequency == null)
frequenciesMap.put(value, weight);
else
frequenciesMap.put(value, frequency + weight);
}
}
@Override
public void set(Attribute attribute, DataRow row) {
double minValue = -1;
double minFrequency = Double.NEGATIVE_INFINITY;
if (frequencies != null) {
for (int i = 0; i < frequencies.length; i++) {
if (frequencies[i] > minFrequency) {
minValue = i;
minFrequency = frequencies[i];
}
}
} else {
for (Entry<Double, Double> entry: frequenciesMap.entrySet()) {
double frequency = entry.getValue();
if (frequency > minFrequency) {
minValue = entry.getKey();
minFrequency = frequency;
}
}
}
// if any counter was greater 0, set result to maximum
if (minValue > -1)
row.set(attribute, minValue);
else
row.set(attribute, Double.NaN);
}
}