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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“It would be some advantage to live a primitive and frontier life, though in the midst of an outward civilization, if only to learn what are the gross necessaries of life and what methods have been taken to obtain them.”
—Henry David Thoreau (18171862)
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