Nonlinear Dimensionality Reduction
1st ed. Softcover of orig. ed. 2007
Book Details
Format
Paperback / Softback
Book Series
Information Science and Statistics
ISBN-10
1441922881
ISBN-13
9781441922885
Edition
1st ed. Softcover of orig. ed. 2007
Publisher
Springer-Verlag New York Inc.
Imprint
Springer-Verlag New York Inc.
Country of Manufacture
US
Country of Publication
GB
Publication Date
Nov 19th, 2010
Print length
309 Pages
Ksh 21,600.00
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However, since the late nineties, many new methods have been developed and nonlinear dimensionality reduction, also called manifold learning, has become a hot topic. The purpose of the book is to summarize clear facts and ideas about well-known methods as well as recent developments in the topic of nonlinear dimensionality reduction.
High-Dimensional Data.- Characteristics of an Analysis Method.- Estimation of the Intrinsic Dimension.- Distance Preservation.- Topology Preservation.- Method comparisons.- Conclusions.
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