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University Book Center, University of Maryland - SPRING 2011 | ||
Section 0101 | ||
 | Nonlinear Dimensionality Reduction (Information Science and Statistics) by John Aldo Lee, Michel Verleysen Hardcover, 309 Pages, Published 2007 ISBN-10: 0-387-39350-1 / 0387393501 ISBN-13: 978-0-387-39350-6 / 9780387393506 Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based on linear models. Until recently, very few methods were able t | |