Nonlinear Dimensionality Reduction (Information Science and Statistics)

Nonlinear Dimensionality Reduction (Information Science and Statistics)

by JohnA.Lee (Author), Michel Verleysen (Author)

Synopsis

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.

$163.66

Quantity

20+ in stock

More Information

Format: Hardcover
Pages: 328
Publisher: Springer
Published: 21 Nov 2007

ISBN 10: 0387393501
ISBN 13: 9780387393506