/** * 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.example; import com.rapidminer.tools.LogService; import java.util.logging.Level; /** * Attribute statistics object for weighted numerical attributes. * * @author Ingo Mierswa, Tobias Malbrecht */ public class WeightedNumericalStatistics implements Statistics { private static final long serialVersionUID = -6283236022093847887L; private double sum = 0.0d; private double squaredSum = 0.0d; private double totalWeight = 0.0d; private double count = 0.0d; public WeightedNumericalStatistics() {} /** Clone constructor. */ private WeightedNumericalStatistics(WeightedNumericalStatistics other) { this.sum = other.sum; this.squaredSum = other.squaredSum; this.totalWeight = other.totalWeight; this.count = other.count; } @Override public Object clone() { return new WeightedNumericalStatistics(this); } @Override public void startCounting(Attribute attribute) { this.sum = 0.0d; this.squaredSum = 0.0d; this.totalWeight = 0; this.count = 0; } @Override public void count(double value, double weight) { if (Double.isNaN(weight)) { weight = 1.0d; } if (!Double.isNaN(value)) { sum += (weight * value); squaredSum += weight * value * value; totalWeight += weight; count++; } } @Override public boolean handleStatistics(String name) { return AVERAGE_WEIGHTED.equals(name) || VARIANCE_WEIGHTED.equals(name) || SUM_WEIGHTED.equals(name); } @Override public double getStatistics(Attribute attribute, String name, String parameter) { if (AVERAGE_WEIGHTED.equals(name)) { return this.sum / this.totalWeight; } else if (VARIANCE_WEIGHTED.equals(name)) { if (count <= 1) { return 0; } return (squaredSum - (sum * sum) / totalWeight) / (((count - 1) / count) * totalWeight); } else if (SUM_WEIGHTED.equals(name)) { return this.sum; } else { // LogService.getGlobal().log("Cannot calculate statistics, unknown type: " + name, // LogService.WARNING); LogService.getRoot().log(Level.WARNING, "com.rapidminer.example.WeightedNumericalStatistics.calculating_statistics_unknown_type_error", name); return Double.NaN; } } }