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Principal Component Analysis

Abstract When large multivariate datasets are analyzed, it is often desirable to reduce their dimensionality. Principal component analysis is one technique for doing this. It re...

2005 Encyclopedia of Statistics in Behavio... 14494 citations

Eigenfaces for Recognition

Abstract We have developed a near-real-time computer system that can locate and track a subject's head, and then recognize the person by comparing characteristics of the face to...

1991 Journal of Cognitive Neuroscience 13647 citations