Principal components analysis:
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Newbury Park
Sage Publications
©1989
|
| Series: | Quantitative applications in the social sciences
no. 07-069 |
| Subjects: | |
| Online Access: | Volltext |
| Item Description: | Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002 Includes bibliographical references (pages 94-95) Principal components analysis offers researchers a 'feel' for analysing particular sets of multidimensional data. It is particularly useful in coping with multicolinearity in regression analysis, a persistent problem in behavioral and social science data sets 1. Introduction -- Example -- 2. Basic concepts of principal components analysis -- 3. geometrical properties of principal components -- Example -- 4. Decomposition properties of principal components -- Decomposition of the variables -- Spectral decomposition of the correlation or covariance matrix -- 5. Principal components of patterned correlation matrices -- Example -- 6. Rotation of principal components -- Example -- 7. Using principal components to select a subset of variables -- Example -- 8. Principal components versus factor analysis -- Example -- Factor rotation -- 9. Uses of principal components in regression analysis -- Regression on principal components -- Principal components regression -- Example -- 10. Using principal components to detect outlying and influential observations -- 11. Use of principal components in cluster analysis -- 12. Use of principal components analysis in conjunction with other multivariate analysis procedures -- Use of principal components in discriminant analysis -- Example -- Use of principal components in canonical correlation analysis -- 13. Other techniques related to principal components -- Principal coordinate analysis -- Correspondence analysis |
| Physical Description: | 1 Online-Ressource (96 pages) |
| ISBN: | 058516360X 9780585163604 9781412985475 1412985471 9780803931046 0803931042 9781452208923 1452208921 |
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Record in the Search Index
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| spelling | Dunteman, George H., (George Henry) Verfasser aut Principal components analysis George H. Dunteman Newbury Park Sage Publications ©1989 1 Online-Ressource (96 pages) txt rdacontent c rdamedia cr rdacarrier Quantitative applications in the social sciences no. 07-069 Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002 Includes bibliographical references (pages 94-95) Principal components analysis offers researchers a 'feel' for analysing particular sets of multidimensional data. It is particularly useful in coping with multicolinearity in regression analysis, a persistent problem in behavioral and social science data sets 1. Introduction -- Example -- 2. Basic concepts of principal components analysis -- 3. geometrical properties of principal components -- Example -- 4. Decomposition properties of principal components -- Decomposition of the variables -- Spectral decomposition of the correlation or covariance matrix -- 5. Principal components of patterned correlation matrices -- Example -- 6. Rotation of principal components -- Example -- 7. Using principal components to select a subset of variables -- Example -- 8. Principal components versus factor analysis -- Example -- Factor rotation -- 9. Uses of principal components in regression analysis -- Regression on principal components -- Principal components regression -- Example -- 10. Using principal components to detect outlying and influential observations -- 11. Use of principal components in cluster analysis -- 12. Use of principal components analysis in conjunction with other multivariate analysis procedures -- Use of principal components in discriminant analysis -- Example -- Use of principal components in canonical correlation analysis -- 13. Other techniques related to principal components -- Principal coordinate analysis -- Correspondence analysis MATHEMATICS / Probability & Statistics / Multivariate Analysis bisacsh Principal components analysis fast Analise multivariada larpcal Analyse en composantes principales Principale-componentenanalyse gtt Principal components analysis Komponentenanalyse (DE-588)4133251-9 gnd rswk-swf Faktorenanalyse (DE-588)4016338-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf 1\p (DE-588)4143413-4 Aufsatzsammlung gnd-content Komponentenanalyse (DE-588)4133251-9 s 2\p DE-604 Faktorenanalyse (DE-588)4016338-6 s 3\p DE-604 Sozialwissenschaften (DE-588)4055916-6 s 4\p DE-604 http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=24769 Aggregator Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 4\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Dunteman, George H., (George Henry) Principal components analysis MATHEMATICS / Probability & Statistics / Multivariate Analysis bisacsh Principal components analysis fast Analise multivariada larpcal Analyse en composantes principales Principale-componentenanalyse gtt Principal components analysis Komponentenanalyse (DE-588)4133251-9 gnd Faktorenanalyse (DE-588)4016338-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| subject_GND | (DE-588)4133251-9 (DE-588)4016338-6 (DE-588)4055916-6 (DE-588)4143413-4 |
| title | Principal components analysis |
| title_auth | Principal components analysis |
| title_exact_search | Principal components analysis |
| title_full | Principal components analysis George H. Dunteman |
| title_fullStr | Principal components analysis George H. Dunteman |
| title_full_unstemmed | Principal components analysis George H. Dunteman |
| title_short | Principal components analysis |
| title_sort | principal components analysis |
| topic | MATHEMATICS / Probability & Statistics / Multivariate Analysis bisacsh Principal components analysis fast Analise multivariada larpcal Analyse en composantes principales Principale-componentenanalyse gtt Principal components analysis Komponentenanalyse (DE-588)4133251-9 gnd Faktorenanalyse (DE-588)4016338-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| topic_facet | MATHEMATICS / Probability & Statistics / Multivariate Analysis Principal components analysis Analise multivariada Analyse en composantes principales Principale-componentenanalyse Komponentenanalyse Faktorenanalyse Sozialwissenschaften Aufsatzsammlung |
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