/* * RapidMiner * * Copyright (C) 2001-2011 by Rapid-I and the contributors * * Complete list of developers available at our web site: * * http://rapid-i.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; /** * This is an {@link Aggregator} for the {@link VarianceAggregationFunction} * * @author Sebastian Land */ public class StandardDeviationAggregator extends NumericalAggregator { private double valueSum = 0d; private double squaredValueSum = 0d; private double totalWeightSum = 0d; private double count = 0; public StandardDeviationAggregator(AggregationFunction function) { super(function); } @Override public void count(double value) { valueSum += value; squaredValueSum += value * value; totalWeightSum++; count++; } @Override public void count(double value, double weight) { valueSum += weight * value; squaredValueSum += weight * value * value; totalWeightSum += weight; count++; } @Override public double getValue() { if (count > 0) { double value = (squaredValueSum - valueSum * valueSum / totalWeightSum) / ((count - 1) / count * totalWeightSum); if (value > 0d) return Math.sqrt(value); return 0d; } else return Double.NaN; } }