/** * 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.preprocessing.transformation.aggregation; import com.rapidminer.example.Attribute; import com.rapidminer.example.Example; import com.rapidminer.example.table.DataRow; import java.util.HashMap; import java.util.Map.Entry; /** * 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); } } }