Here you can find the source of variance(double[] values, boolean isUnbiased)
Parameter | Description |
---|---|
values | source of data for calculation |
unbiased | is an unbiased variance result desired |
public static double variance(double[] values, boolean isUnbiased)
//package com.java2s; /*//from w w w . j a va 2s. c o m * Copyright 2016 Roche NimbleGen Inc. * * 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. */ public class Main { /** * @param values * source of data for calculation * @param unbiased * is an unbiased variance result desired * @return the biased or unbiased variance */ public static double variance(double[] values, boolean isUnbiased) { double variance = Double.NaN; double mean = arithmeticMean(values); int size = values.length; if (size > 0) { double sum = 0.0; for (int i = 0; i < size; i++) { sum += Math.pow((values[i] - mean), 2.0); } if (isUnbiased) { variance = sum / (size - 1); } else { variance = sum / size; } } return variance; } /** * @param values * source of data for variance calculation * @return the unbiased variance of the values within the array */ public static double variance(double[] values) { return variance(values, true); } /** * calculate the arithmetic mean * * The arithmetic mean is the sum of all values in the array divided by the total number of values in the array. * * @param values * source of data for mean calculation * @return arithmetic mean */ public static double arithmeticMean(double[] values) { double arithmeticMean; int size = values.length; double sum = summation(values); arithmeticMean = sum / size; return arithmeticMean; } /** * @param values * source of data for summation calculation * @return the sum of all values within the array */ public static double summation(double[] values) { double sum = 0.0; int size = values.length; for (int i = 0; i < size; i++) { sum += values[i]; } return sum; } }