What to read to catch up on multivariate statistics?

Henry Harpending writes: I am writing to ask you for a recommendation of something I can read to catch up on multivariate statistics. I am happy with random processes and linear algebra since they are important in population genetics. My last encounter with real statistics was several decades ago. Recently I have had to dip [...]