skip to content
Principal component analysis Preview this item
ClosePreview this item
Checking...

Principal component analysis

Author: I T Jolliffe
Publisher: New York : Springer, ©2002.
Series: Springer series in statistics.
Edition/Format:   Print book : English : 2nd edView all editions and formats
Summary:
This second edition updates and substantially expands the original version, and is once again the definitive text on the subject. It includes core material, current research and a wide range of applications. (Midwest).
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Document Type: Book
All Authors / Contributors: I T Jolliffe
ISBN: 0387954422 9780387954424
OCLC Number: 300300253
Description: xxix, 487 p. : ill. ; 24 cm.
Contents: 1. Introduction --
2. Properties of Population Principal Components --
3. Properties of Sample Principal Components --
4. Interpreting Principal Components: Examples --
5. Graphical Representation of Data Using Principal Components --
6. Choosing a Subset of Principal Components or Variables --
7. Principal Component Analysis and Factor Analysis --
8. Principal Components in Regression Analysis --
9. Principal Components Used with Other Multivariate Techniques --
10. Outlier Detection, Influential Observations and Robust Estimation --
11. Rotation and Interpretation of Principal Components --
12. PCA for Time Series and Other Non-Independent Data --
13. Principal Component Analysis for Special Types of Data --
14. Generalizations and Adaptations of Principal Component Analysis --
A. Computation of Principal Components.
Series Title: Springer series in statistics.
Responsibility: I.T. Jolliffe.
More information:

Abstract:

The first edition of this book was the first comprehensive text written solely on principal component analysis. The second edition updates and substantially expands the original version, and is once  Read more...

Reviews

Editorial reviews

Publisher Synopsis

From the reviews of the second edition:TECHNOMETRICS"Bringing the 1E up to date has added more than 200 pages of additional text. Anyone seriously involved with the application of PCA will certainly Read more...

 
User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/300300253> # Principal component analysis
    a schema:Book, schema:CreativeWork ;
    library:oclcnum "300300253" ;
    library:placeOfPublication <http://dbpedia.org/resource/New_York_City> ; # New York
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/nyu> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1010154#Topic/composantes_principales> ; # composantes principales
    schema:about <http://dewey.info/class/519.535/e21/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1010154#Topic/analyse_en_composantes_principales> ; # analyse en composantes principales
    schema:about <http://experiment.worldcat.org/entity/work/data/1010154#Thing/algebre> ; # Algebre
    schema:bookEdition "2nd ed." ;
    schema:bookFormat bgn:PrintBook ;
    schema:copyrightYear "2002" ;
    schema:creator <http://viaf.org/viaf/64076423> ; # I. T. Jolliffe
    schema:datePublished "2002" ;
    schema:description "This second edition updates and substantially expands the original version, and is once again the definitive text on the subject. It includes core material, current research and a wide range of applications. (Midwest)." ;
    schema:description "1. Introduction -- 2. Properties of Population Principal Components -- 3. Properties of Sample Principal Components -- 4. Interpreting Principal Components: Examples -- 5. Graphical Representation of Data Using Principal Components -- 6. Choosing a Subset of Principal Components or Variables -- 7. Principal Component Analysis and Factor Analysis -- 8. Principal Components in Regression Analysis -- 9. Principal Components Used with Other Multivariate Techniques -- 10. Outlier Detection, Influential Observations and Robust Estimation -- 11. Rotation and Interpretation of Principal Components -- 12. PCA for Time Series and Other Non-Independent Data -- 13. Principal Component Analysis for Special Types of Data -- 14. Generalizations and Adaptations of Principal Component Analysis -- A. Computation of Principal Components." ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/1010154> ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/1010154#Series/springer_series_in_statistics> ; # Springer series in statistics.
    schema:name "Principal component analysis" ;
    schema:numberOfPages "487" ;
    schema:productID "300300253" ;
    schema:publication <http://www.worldcat.org/title/-/oclc/300300253#PublicationEvent/new_york_springer_2002> ;
    schema:publisher <http://experiment.worldcat.org/entity/work/data/1010154#Agent/springer> ; # Springer
    schema:workExample <http://worldcat.org/isbn/9780387954424> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/300300253> ;
    .


Related Entities

<http://dbpedia.org/resource/New_York_City> # New York
    a schema:Place ;
    schema:name "New York" ;
    .

<http://experiment.worldcat.org/entity/work/data/1010154#Series/springer_series_in_statistics> # Springer series in statistics.
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/300300253> ; # Principal component analysis
    schema:name "Springer series in statistics." ;
    schema:name "Springer series in statistics" ;
    .

<http://experiment.worldcat.org/entity/work/data/1010154#Topic/analyse_en_composantes_principales> # analyse en composantes principales
    a schema:Intangible ;
    schema:name "analyse en composantes principales" ;
    schema:name "Analyse en composantes principales" ;
    schema:name "Analyse en composantes principales"@fr ;
    .

<http://experiment.worldcat.org/entity/work/data/1010154#Topic/composantes_principales> # composantes principales
    a schema:Intangible ;
    schema:name "composantes principales" ;
    .

<http://viaf.org/viaf/64076423> # I. T. Jolliffe
    a schema:Person ;
    schema:familyName "Jolliffe" ;
    schema:givenName "I. T." ;
    schema:name "I. T. Jolliffe" ;
    .

<http://worldcat.org/isbn/9780387954424>
    a schema:ProductModel ;
    schema:isbn "0387954422" ;
    schema:isbn "9780387954424" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.