Principal component analysis (PCA) is a mathematical algorithm ... along which the variation in the data is maximal. By using a few components, each sample can be represented by relatively few ...

The principal ... components with associated eigenvalues greater than the average eigenvalue (Kaiser 1958). SAS/INSIGHT software offers this criterion as an option for selecting the numbers of ...