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Nonlinear Dimensionality Reduction Flash Cards was thought to be easilyThis book describes established and advanced methods for reducing the dimensionality of numerical databases. Each description starts from intuitive ideas, develops the necessary mathematical details, and ends by outlining the algorithmic implementation. The text provides a lucid summary of facts and concepts relating to well known methods as well as recent developments in nonlinear dimensionality reduction. Methods are all described from a unifying