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Nonlinear Dimensionality Reduction - Michel Verleysen,John A. Lee

inglise keel
2007-12-05
142,28 € 237,14 €

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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. ... Täielik kirjeldus

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Kirjeldus

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.

Lisateave

Autor Michel Verleysen, John A. Lee
Kirjastaja Springer US
Väljalaskeaasta 2007
Kaanetüüp Kõvakaaneline
EAN 9780387393506
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142,28 € 237,14 €