/*
* Copyright (c) 2012-2013, Peter Abeles. All Rights Reserved.
*
* This file is part of DDogleg (http://ddogleg.org).
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.ddogleg.stats;
/**
* @author Peter Abeles
*/
public class UtilGaussian {
public static double SQRT_2_PI = Math.sqrt(2*Math.PI);
public static double computePDF( double mean , double sigma , double sample ) {
double delta = sample-mean;
return Math.exp( - delta*delta/(2.0*sigma*sigma))/(sigma*SQRT_2_PI);
}
public static double derivative1( double mean , double sigma , double sample ) {
double delta = sample-mean;
double a = Math.exp( - delta*delta/(2.0*sigma*sigma))/(sigma*SQRT_2_PI);
double c = -delta/(sigma*sigma);
return c*a;
}
public static double derivative2( double mean , double sigma , double sample ) {
double delta = sample-mean;
double sigma2 = sigma*sigma;
double exp = Math.exp( - delta*delta/(2.0*sigma*sigma))/(sigma*SQRT_2_PI);
double c = -delta/sigma2;
return (c*c-1.0/sigma2)*exp;
}
public static double derivative3( double mean , double sigma , double sample ) {
double delta = sample-mean;
double sigma2 = sigma*sigma;
double exp = Math.exp( - delta*delta/(2.0*sigma*sigma))/(sigma*SQRT_2_PI);
double c = -delta/sigma2;
return c*(c*c - 3.0/sigma2)*exp;
}
public static double derivative4( double mean , double sigma , double sample ) {
double delta = sample-mean;
double sigma2 = sigma*sigma;
double exp = Math.exp( - delta*delta/(2.0*sigma*sigma))/(sigma*SQRT_2_PI);
double c = -delta/sigma2;
return (3.0/(sigma2*sigma2) + c*c*c*c - 6*c*c/sigma2)*exp;
}
}
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