Data dimension reduction techniques

[xieus]

Three references to start with:

[1] FODOR, I. A survey of dimension reduction techniques. Tech. rep., Lawrence Livermore National Laboratory, 2002.
[2] LEE, J. A., AND VERLEYSEN, M. Nonlinear dimensionality reduction. International Statistical Review 76, 2 (Aug. 2008), 308–309.
[3]ICA vs PCA: https://www.cs.ubc.ca/~jnutini/documents/mlrg_pca.pdf

[zzengcs]

A good talk about dimensionality reduction (a supplement of the papers): Fast, Deterministic, and Sparse Dimensionality Reduction (https://www.youtube.com/watch?v=nHrLKCyyF30&t=3063s)