Principal component analysis is central to the study of multivariate data. This book updates and substantially expands the original version, and is once again the definitive text on the subject. It includes core material, current research and a wide range of applications. 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. The book requires some knowledge of matrix algebra.