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    Nonlinear Dimensionality Reduction

    Posted By: step778
    Date: 1 Feb 2017 08:20:10
    Nonlinear Dimensionality Reduction

    John A. Lee, Michel Verleysen, "Nonlinear Dimensionality Reduction"
    2007 | pages: 316 | ISBN: 0387393501 | PDF | 10,4 mb

    This 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 point of view, which helps to highlight their respective strengths and shortcomings. The presentation will appeal to statisticians, computer scientists and data analysts, and other practitioners having a basic background in statistics or computational learning.

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