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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“The philosopher is in advance of his age even in the outward form of his life. He is not fed, sheltered, clothed, warmed, like his contemporaries. How can a man be a philosopher and not maintain his vital heat by better methods than other men?”
—Henry David Thoreau (18171862)