Principal Component Analysis (Springer Series in Statistics) (2nd ed. 2002. 500 p.)

Principal component analysis is central to the study of multivariate data.
Researchers in statistics, or in other fields that use principal component analysis, will find that the book gives an authoritative yet accessible account of the subject.