[Ebook] Nonlinear Dimensionality Reduction (Information Science and Statistics)

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Nonlinear Dimensionality Reduction (Information Science
and Statistics)
Sinopsis :
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.