it reveals simple underlying structures in com-plex data sets using analytical solutions from linear algebra

by a simple algorithm

The covariance measures the degree of the linear relationshipbetween two variables

Maximizing the variance (and by assumption the SNR)corresponds to finding the appropriate rotation of the naivebasis

he dynamics of interest existalong directions with largest variance and presumably high-est SNR

Thus our original basis reflects the methodwe measured our data