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The Waikato Environment for Knowledge Analysis (WEKA), a machine
learning workbench. This version represents the developer version, the
"bleeding edge" of development, you could say. New functionality gets added
to this version.
/*
* 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 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see .
*/
/*
* SpecialFunctions.java
* Copyright (C) 1999-2012 University of Waikato, Hamilton, New Zealand
*
*/
package weka.core;
/**
* Class implementing some mathematical functions.
*
* @author Eibe Frank ([email protected])
* @version $Revision: 14911 $
*/
public final class SpecialFunctions
implements RevisionHandler {
/** Some constants */
private static double log2 = Math.log(2);
/**
* Returns natural logarithm of factorial using gamma function.
*
* @param x the value
* @return natural logarithm of factorial
*/
public static double lnFactorial(double x){
return Statistics.lnGamma(x+1);
}
/**
* Returns base 2 logarithm of binomial coefficient using gamma function.
*
* @param a upper part of binomial coefficient
* @param b lower part
* @return the base 2 logarithm of the binominal coefficient a over b
*/
public static double log2Binomial(double a, double b) {
if (b > a) {
throw new ArithmeticException("Can't compute binomial coefficient.");
}
return (lnFactorial(a)-lnFactorial(b)-lnFactorial(a-b))/log2;
}
/**
* Returns base 2 logarithm of multinomial using gamma function.
*
* @param a upper part of multinomial coefficient
* @param bs lower part
* @return multinomial coefficient of a over the bs
*/
public static double log2Multinomial(double a, double[] bs) {
double sum = 0;
int i;
for (i = 0; i < bs.length; i++) {
if (bs[i] > a) {
throw
new ArithmeticException("Can't compute multinomial coefficient.");
} else {
sum = sum + lnFactorial(bs[i]);
}
}
return (lnFactorial(a) - sum) / log2;
}
/**
* Returns the revision string.
*
* @return the revision
*/
public String getRevision() {
return RevisionUtils.extract("$Revision: 14911 $");
}
/**
* Main method for testing this class.
*/
public static void main(String[] ops) {
double[] doubles = {1, 2, 3};
System.out.println("6!: " + Math.exp(SpecialFunctions.lnFactorial(6)));
System.out.println("Binomial 6 over 2: " +
Math.pow(2, SpecialFunctions.log2Binomial(6, 2)));
System.out.println("Multinomial 6 over 1, 2, 3: " +
Math.pow(2, SpecialFunctions.log2Multinomial(6, doubles)));
}
}
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