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 PCA vs. ICA: A comparison on the FERET data set
context of a simple, baseline recognition system and the FERET face recognition database. We have tested three different distance metrics – L1 norm, L2 norm, and cosine angle - for both PCA and ICA. We find, contrary to previous reports in the literature, that PCA significantly outperforms ICA when the best...
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