Constrained principal component analysis and related techniques / (Record no. 101939)

MARC details
000 -LEADER
fixed length control field 03344nam a2200469 i 4500
001 - CONTROL NUMBER
control field EBC1402688
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240120144911.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m o d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cnu||||||||
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 130930t20142014flud ob 000 0 eng|d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9781466556669 (hardback)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781466556683 (e-book)
035 ## - SYSTEM CONTROL NUMBER
System control number (MiAaPQ)EBC1402688
035 ## - SYSTEM CONTROL NUMBER
System control number (Au-PeEL)EBL1402688
035 ## - SYSTEM CONTROL NUMBER
System control number (CaPaEBR)ebr10800725
035 ## - SYSTEM CONTROL NUMBER
System control number (CaONFJC)MIL543667
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)862827064
040 ## - CATALOGING SOURCE
Original cataloging agency MiAaPQ
Language of cataloging eng
Description conventions rda
-- pn
Transcribing agency MiAaPQ
Modifying agency MiAaPQ
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA278.5
Item number .T35 2014
082 0# - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.5/35
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Takane, Yoshio.
245 10 - TITLE STATEMENT
Title Constrained principal component analysis and related techniques /
Statement of responsibility, etc. Yoshio Takane.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Boca Raton :
Name of producer, publisher, distributor, manufacturer Chapman and Hall/CRC,
Date of production, publication, distribution, manufacture, or copyright notice [2014]
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice 2014
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (244 pages) :
Other physical details illustrations.
336 ## - CONTENT TYPE
Content type term text
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Source rdacarrier
490 1# - SERIES STATEMENT
Series statement Monographs on statistics and applied probability ;
Volume/sequential designation 129
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references.
520 ## - SUMMARY, ETC.
Summary, etc. "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"--
Assigning source Provided by publisher.
588 ## - SOURCE OF DESCRIPTION NOTE
Source of description note Description based on print version record.
590 ## - LOCAL NOTE (RLIN)
Local note Electronic reproduction. Ann Arbor, MI : ProQuest, 2015. Available via World Wide Web. Access may be limited to ProQuest affiliated libraries.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Principal components analysis.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Multivariate analysis.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Takane, Yoshio.
Title Constrained principal component analysis and related techniques.
Place, publisher, and date of publication Boca Raton : Chapman and Hall/CRC, [2014]
Physical description xvii, 224 pages
Series data for related item Monographs on statistics and applied probability ; 129
International Standard Book Number 9781466556669
Record control number (DLC) 2013039504
797 2# - LOCAL ADDED ENTRY--CORPORATE NAME (RLIN)
Corporate name or jurisdiction name as entry element ProQuest (Firm)
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Monographs on statistics and applied probability (Series) ;
Volume/sequential designation 129.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=1402688">https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=1402688</a>
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