Linear dimensionality reduction
Lecturer: Percy Liang
Date: Sep 24

[Lecture slides]
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General theory

Non-negative matrix factorization (NMF)

Independent component analysis (ICA)

Applications

There are tons of papers that use these dimensionality reduction techniques. Below is a small selection; a quick Google search will turn up more.