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Nonlinear Dimensionality Reduction
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Nonlinear Dimensionality Reduction

1st ed. Softcover of orig. ed. 2007

Book Details

Format Paperback / softback
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
Currently unavailable 0 in stock

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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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