Created
June 17, 2011 00:18
-
-
Save margusmartsepp/1030630 to your computer and use it in GitHub Desktop.
Hypergeometric Distribution
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import java.math.BigDecimal; | |
import java.math.BigInteger; | |
import java.util.ArrayList; | |
import java.util.List; | |
import test.csMM; | |
/** | |
* Class to find Hypergeometric Distribution. | |
* | |
* <p> | |
* Example use: | |
* <p> | |
* <code> int[][] a = { { 5, 0 }, { 1, 4 } };</code><br> | |
* <code> System.out.println(hdMM.getHypergeometricDistribution(a, 5, 6));</code> | |
* <p> | |
* Copyright (C) 2011 by Margus Martsepp | |
* | |
* <p> | |
* Permission is hereby granted, free of charge, to any person obtaining a copy | |
* of this software and associated documentation files (the "Software"), to deal | |
* in the Software without restriction, including without limitation the rights | |
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
* copies of the Software, and to permit persons to whom the Software is | |
* furnished to do so, subject to the following conditions: | |
* | |
* <p> | |
* The above copyright notice and this permission notice shall be included in | |
* all copies or substantial portions of the Software. | |
* | |
* <p> | |
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
* SOFTWARE. | |
* | |
* @author Margus Martsepp | |
*/ | |
public class hdMM { | |
private static final int maxSize = 42; | |
private static ArrayList<BigInteger> f = new ArrayList<BigInteger>(); | |
static { | |
f.add(BigInteger.ONE); | |
getFactorial(maxSize); | |
} | |
/** | |
* Function that returns factorial. Uses dynamic programming to speed up | |
* calculations. Quite efficient for factorials below 1000. | |
* | |
* @param nr | |
* Factorial to calculate. | |
* @return factorial or null for negative numbers. | |
*/ | |
static BigInteger getFactorial(int nr) throws OutOfMemoryError { | |
if (nr < 0) | |
return null; | |
for (int i = f.size(); i <= nr; i++) | |
f.add(f.get(i - 1).multiply(BigInteger.valueOf(i))); | |
return f.get(nr); | |
} | |
/** | |
* Using multiplicative formula. | |
* | |
* @param n | |
* nr of elements, nonnegative integer, with k ? n | |
* @param k | |
* nr of distinct elements, nonnegative integer | |
* @return Binomial coefficient or null for invalid inputs. | |
*/ | |
static BigInteger getBinomialCoefficient(int n, int k) | |
throws OutOfMemoryError, NullPointerException { | |
if (n < 1 || k < 1 || k > n) | |
return null; | |
return BigInteger.valueOf(n).pow(k).divide(getFactorial(k)); | |
} | |
/** | |
* Based on <a | |
* href="http://mathworld.wolfram.com/FishersExactTest.html" >Fisher's | |
* exact test</a>. | |
* | |
* @param a | |
* element [1,1], nonnegative integer | |
* @param b | |
* element [1,1], nonnegative integer | |
* @param c | |
* element [1,1], nonnegative integer | |
* @param d | |
* element [2,2], nonnegative integer | |
* | |
* @return Hypergeometric distribution. | |
*/ | |
public static BigDecimal getHypergeometricDistribution(// | |
int a[][], int scale, int roundingMode// | |
) throws OutOfMemoryError, NullPointerException { | |
ArrayList<Integer> R = new ArrayList<Integer>(); | |
ArrayList<Integer> C = new ArrayList<Integer>(); | |
ArrayList<Integer> E = new ArrayList<Integer>(); | |
int n = 0; | |
for (int i = 0; i < a.length; i++) { | |
for (int j = 0; j < a[i].length; j++) { | |
if (a[i][j] < 0) | |
return null; | |
n += a[i][j]; | |
add(C, j, a[i][j]); | |
add(R, i, a[i][j]); | |
E.add(a[i][j]); | |
} | |
} | |
BigDecimal term1 = // | |
new BigDecimal(multiplyFactorials(C).multiply(multiplyFactorials(R))); | |
BigDecimal term2 = // | |
new BigDecimal(getFactorial(n).multiply(multiplyFactorials(E))); | |
return term1.divide(term2, scale, roundingMode); | |
} | |
// utility method | |
private static BigInteger multiplyFactorials(List<Integer> c) { | |
BigInteger sum = BigInteger.ONE; | |
for (Integer i : c) { | |
sum = sum.multiply(getFactorial(i)); | |
} | |
return sum; | |
} | |
// utility method | |
private static void add(List<Integer> r, int nr, int val) { | |
while (r.size() <= nr) | |
r.add(0); | |
r.set(nr, r.get(nr) + val); | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment