Untertitel:: Information Science and Statistics
Verlag:: Springer New York
Erschienen:: 31.10.2007
Seitenanzahl:: 309
ISBN:: 038739351X
EAN:: 9780387393513
Format:: eBook
Schutz:: Adobe-DRM
Downloadzeit:: Maximaler Downloadzeitraum: 24 Monate

Teilen Sie dieses Produkt im Social Web

Nonlinear Dimensionality Reduction

John A. Lee / Michel Verleysen

<P>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.</P>