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Reduction Of Dimensionality Of Data

Reducing the dimensionality of data with neural networks by Geoff Hinton (in general, Hinton has done a bunch of stuff on reducing data with 'restricted Boltzmann machines')

add SVD papers

voteview.com (Poole and Rosenthal)

add eigenmap papers

lots of other references to put here