Fast Non-Linear Dimension Reduction

Kambhatla, Nanda, Leen, Todd K.

Neural Information Processing Systems 

Dimension reduction provides compact representations for storage, transmission, and classification. Dimension reduction algorithms operate by identifying and eliminating statistical redundancies in the data. The optimal linear technique for dimension reduction is principal component analysis (PCA).

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