By John A. Lee,Michel Verleysen

ISBN-10: 0387393501

ISBN-13: 9780387393506

ISBN-10: 1441922881

ISBN-13: 9781441922885

This publication describes validated and complicated tools for decreasing the dimensionality of numerical databases. each one description begins from intuitive rules, develops the mandatory mathematical info, and ends via outlining the algorithmic implementation. The textual content presents a lucid precis of evidence and ideas when it comes to famous equipment in addition to contemporary advancements in nonlinear dimensionality relief. equipment are all defined from a unifying viewpoint, which is helping to focus on their respective strengths and shortcomings. The presentation will entice statisticians, laptop scientists and knowledge analysts, and different practitioners having a easy history in facts or computational learning.

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Nonlinear Dimensionality Reduction (Information Science and Statistics) by John A. Lee,Michel Verleysen

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