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