On Pooling Covariance Matrices for Multivariate Analysis

Abstract

It is often useful to analyze a covariance matrix pooled over multiple groups. This note shows that the pooled covariance matrix cannot in general be calculated from the weighted average of the separate covariance matrices for the multiple groups. The correct equation for calculating the pooled covariance matrix adjusts for group differences in sample means.