com.opengamma.strata.math.impl.statistics.descriptive.SampleVarianceCalculator Maven / Gradle / Ivy
Show all versions of strata-math Show documentation
/*
* Copyright (C) 2009 - present by OpenGamma Inc. and the OpenGamma group of companies
*
* Please see distribution for license.
*/
package com.opengamma.strata.math.impl.statistics.descriptive;
import java.util.function.Function;
import com.opengamma.strata.collect.ArgChecker;
/**
* Calculates the sample variance of a series of data.
*
* The unbiased sample variance $\mathrm{var}$ of a series $x_1, x_2, \dots, x_n$ is given by:
* $$
* \begin{align*}
* \text{var} = \frac{1}{n-1}\sum_{i=1}^{n}(x_i - \overline{x})^2
* \end{align*}
* $$
* where $\overline{x}$ is the sample mean. For the population variance, see {@link PopulationVarianceCalculator}.
*/
public class SampleVarianceCalculator implements Function {
private static final Function MEAN = new MeanCalculator();
@Override
public Double apply(double[] x) {
ArgChecker.notNull(x, "x");
ArgChecker.isTrue(x.length >= 2, "Need at least two points to calculate the sample variance");
Double mean = MEAN.apply(x);
double sum = 0;
for (double value : x) {
double diff = value - mean;
sum += diff * diff;
}
int n = x.length;
return sum / (n - 1);
}
}