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Author Takane, Yoshio.

Title Constrained principal component analysis and related techniques / Yoshio Takane.

Publication Info. Boca Raton : Chapman and Hall/CRC, [2014]


Location Call No. OPAC Message Status
 Axe ProQuest E-Book  Electronic Book    ---  Available
Description 1 online resource (244 pages) : illustrations.
text rdacontent
computer rdamedia
online resource rdacarrier
Series Monographs on statistics and applied probability ; 129
Monographs on statistics and applied probability (Series) ; 129.
Bibliography Includes bibliographical references.
Summary "In multivariate data analysis, regression techniques predict one set of variables from another while principal component analysis (PCA) finds a subspace of minimal dimensionality that captures the largest variability in the data. How can regression analysis and PCA be combined in a beneficial way? Why and when is it a good idea to combine them? What kind of benefits are we getting from them? Addressing these questions, Constrained Principal Component Analysis and Related Techniques shows how constrained PCA (CPCA) offers a unified framework for these approaches.The book begins with four concrete examples of CPCA that provide readers with a basic understanding of the technique and its applications. It gives a detailed account of two key mathematical ideas in CPCA: projection and singular value decomposition. The author then describes the basic data requirements, models, and analytical tools for CPCA and their immediate extensions. He also introduces techniques that are special cases of or closely related to CPCA and discusses several topics relevant to practical uses of CPCA. The book concludes with a technique that imposes different constraints on different dimensions (DCDD), along with its analytical extensions. MATLAB programs for CPCA and DCDD as well as data to create the book's examples are available on the author's website"-- Provided by publisher.
Note Description based on print version record.
Subject Principal components analysis.
Multivariate analysis.
Genre/Form Electronic books.
Other Form: Print version: Takane, Yoshio. Constrained principal component analysis and related techniques. Boca Raton : Chapman and Hall/CRC, [2014] xvii, 224 pages Monographs on statistics and applied probability ; 129 9781466556669 (DLC) 2013039504
ISBN 9781466556669 (hardback)
9781466556683 (e-book)

Available items only