/**
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA.
*/
package bots.mctsbot.ai.bots.util;
import org.apache.log4j.Logger;
/**
* Class to calculate running mean and variance from a set of samples
* without keeping them all in memory.
*/
public final class RunningStats {
private final static Logger logger = Logger.getLogger(RunningStats.class);
private static final double default_spread = 0.0;
private int n = 0;
private double oldM, newM, oldS, newS;
public void add(double value) {
if (Double.isInfinite(value) || Double.isNaN(value)) {
logger.error("Bad value: " + value);
// throw new IllegalArgumentException("Bad mean: "+mean);
}
n++;
// See Knuth TAOCP vol 2, 3rd edition, page 232
if (n == 1) {
oldM = newM = value;
oldS = 0.0;
} else {
newM = oldM + (value - oldM) / n;
newS = oldS + (value - oldM) * (value - newM);
// set up for next iteration
oldM = newM;
oldS = newS;
}
}
public int getNbSamples() {
return n;
}
public double getMean() {
return (n > 0) ? newM : 0.0;
}
/**
* Variance is positive infinity when n<2.
*/
public double getVariance() {
return ((n > 1) ? newS / (n - 1) : default_spread);
}
public double getStdDev() {
return Math.sqrt(getVariance());
}
public double getEVStdDev() {
if (n == 0) {
return default_spread;
}
return Math.sqrt(getVariance() / getNbSamples());
}
public double getEVVar() {
if (n == 0) {
return default_spread;
}
return getVariance() / getNbSamples();
}
public void reset() {
n = 0;
}
}