On the Analysis of the Variance in Monte Carlo Calculations

The problem of analyzing the variance in a Monte Carlo calculation is addressed. The “batch” analysis method is considered, where one uses the average of contributions of k particles as an independent random variable, versus the “one-particle” analysis method, where k = 1. It is shown through general statistical considerations that the “one-particle” method yields more reliable estimates of the variance.