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That was an excellent explanation of the intuition and motivation behind eigenvectors.

Eigenvectors are also used extensively in pattern recognition. Notably, in facial recognition: http://en.wikipedia.org/wiki/Eigenface



And it's for the same reason as stated in the article.




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