A survey of dimensionality reduction techniques

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C. Sorzano J. Vargas A. Pascual-Montano

A survey of dimensionality reduction techniques (2014)

[TLDR] In this review, the plethora of dimension reduction techniques available are categorized and the mathematical insight behind them are given.