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Nonlinear Dimensionality Reduction (Information Science and Statistics) PDF

315 Pages·2007·19.927 MB·English
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by John A. Lee, Michel Verleysen| 2007| 315 pages| 19.927| English

About Nonlinear Dimensionality Reduction (Information Science and Statistics)

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.

Detailed Information

Author:John A. Lee, Michel Verleysen
Publication Year:2007
ISBN:9780387393513
Pages:315
Language:English
File Size:19.927
Format:PDF
Price:FREE
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Most books are stored in the elastic cloud where traffic is expensive. For this reason, we have a limit on daily download.