Linear Methods
- Independent component analysis (ICA).
- Principal component analysis (PCA) (also called Karhunen–Loève transform — KLT).
- Singular value decomposition (SVD).
- Factor analysis.
Read more about this topic: Nonlinear Dimensionality Reduction
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—Stanley Turecki (20th century)