Adventures in Covariance

Let be a sample of dimensional random variables with mean . Their covariance is defined as I don’t blame you for not really grokking what this means. Should you want to know, then we will need to revisit some fundamental concepts in linear algebra, starting with projections, moving on to outer products, and finally landing on covariances before briefly touching on PCA. Projections Consider a…