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Started by Steve Sullivan
Fri, 02 Oct 1992 23:53
Principle Components Analysis
Author: Steve Sullivan
Date: Fri, 02 Oct 1992 23:53
Date: Fri, 02 Oct 1992 23:53
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I'm interested in learning about principle components analysis, but none of the profs I've talked to have any references. Can anyone recommend some good introductory books or articles? Many thanks in advance - Steve Sullivan sullivan@csn.org
Re: Principle Components Analysis
Author: olevin
Date: Sat, 03 Oct 1992 15:54
Date: Sat, 03 Oct 1992 15:54
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In article <BvIqDK.9EK@csn.org> sullivan@teal.csn.org (Steve Sullivan) writes: > >I'm interested in learning about principle components >analysis, but none of the profs I've talked to have >any references. > >Can anyone recommend some good introductory books or >articles? > >Many thanks in advance - > >Steve Sullivan >sullivan@csn.org Cattell, r.b. (965) Factor analysis. An introduction to Essentials. I: the purpose and underlying models. Biometrics 21, pp. 190-210 II: the role of factor analysis in research, Biometrics, 21, pp405-435. Childs d 1970, The essentials of factor analysis. London, Holt, Rinehart, and Wisnton. Cooley W.W> and Lohnes (1971) Multivariate data analysis, NY J-Wiley. Davis, J./c. 1973) Statistics and data analyiss i geology, Academic press Fruchter b. (1954) /Introduction to factor analysis D. van Nostrand Co. Seyhan E. 1985 Introduction to multivariate statistical analysis Free university, Institute of Earth sciences Netherlands Oscar
Re: Principle Components Analysis
Author: Richard E. Myers
Date: Sun, 04 Oct 1992 06:22
Date: Sun, 04 Oct 1992 06:22
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> Steve Sullivan <sullivan@csn.org> writes:
> I'm interested in learning about principle components
> analysis, but none of the profs I've talked to have
> any references.
>
> Can anyone recommend some good introductory books or
> articles?
I've become interested in using PCA to analyze a sequence of high
dimensional vectors (speech frames). My SYSTAT manual and a look on
mlvl turned up the following references:
5. MCDONALD RP.
COMMON PRINCIPAL COMPONENTS AND RELATED MULTIVARIATE METHODS - FLURY,B.
Pub type: Book Review.
JOURNAL OF CLASSIFICATION, 1990, V7 N2:310-312.
6. Flury, Bernhard, 1951-
Common principal components and related multivariate models / Bernhard
Flury. New York : Wiley, c1988.
Series title: Wiley series in probability and mathematical statistics.
8. Jackson, J. Edward.
A user's guide to principal components / J. Edward Jackson. New York :
Wiley, c1991.
Series title: Wiley series in probability and mathematical statistics.
Applied probability and statistics.
2. Harman, Harry Horace, 1913-1976.
Modern factor analysis. [Chicago] University of Chicago Press [1960].
1. Mulaik, Stanley A., 1935-
The foundations of factor analysis [by] Stanley A. Mulaik. New York,
McGraw-Hill [1971, c1972].
Series title: McGraw-Hill series in psychology.
1. Gnanadesikan, Ram, 1932-
Methods for statistical data analysis of multivariate observations / R.
Gnanadesikan. New York : Wiley, c1977.
Series title: Wiley series in probability and mathematical statistics.
Series title: A Wiley publication in applied statistics.
40. Mardia, K. V.
Multivariate analysis / K. V. Mardia, J. T. Kent, J. M. Bibby. London ;
New York : Academic Press, 1979.
Series title: Probability and mathematical statistics.
Principal Component Analysis (was: Principle Components Analysis)
Author: J A Stephen Viggiano
Date: Tue, 06 Oct 1992 14:21
Date: Tue, 06 Oct 1992 14:21
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In article <BvIqDK.9EK@csn.org> sullivan@teal.csn.org (Steve Sullivan) writes: >I'm interested in learning about principle components >analysis, but none of the profs I've talked to have >any references. I don't think you'll find anything on "principle components analysis," but there should be a lot on "principal component analysis." Please don't consider this a flame in any way, shape, or form -- I just want to help get you on the right track. Edward (Ted) Jackson, of Eastman Kodak, wrote a three-part series on PCA for the _Journal_of_Quality_Technology_ which appeared in 1981. It's a great introduction. I think he also wrote a book on the subject. There are a variety of books on a related topic, Factor Analysis. Be advised that this is only a related topic; PCA is only treated as a special case, if at all. One of the best is the Third Edition of _Modern_Factor_Analysis_ by Harry Horace Harmon. BTW, Part 3 of Ted Jackson's series in JQT covers Factor Analysis. Finally, there are books on multivariate analysis that discuss PCA. Gnanadesikan's _Methods_for_Statistical_Data_Analysis_of_Multivariate_ _Observations_ provided me with a starting point for my thesis work on non-linear PCA about 8 or 9 years ago. Good luck!
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