Presents a system of multivariate analysis techniques in cases where statistical data may be of different measurement levels such as nominal, ordinal or interval. It covers methods of studying the stability of these techniques, including resampling by the bootstrap and jackknife and discusses sensitivity analysis through first-order approximations. The alternating least squares algorithm is used as a general model and treated in detail for the most important special cases. Among techniques covered are correspondence analysis, principal components analysis, canonical correlation analysis and various ordination techniques. The exposition also includes historical overviews, basic theoretical results, algorithmic efficiency and applications. Emphasis is placed on graphical display and nonlinear transformation of variables is used to obtain simple displays.
| ISBN: | 9780471926207 |
| Publication date: | 13th June 1990 |
| Author: | Albert Gifi |
| Publisher: | John Wiley & Sons, Inc. an imprint of Wiley |
| Format: | Hardback |
| Pagination: | 579 pages |
| Series: | Wiley Series in Probability and Statistics |
| Genres: |
Mathematics |
Presents a system of multivariate analysis techniques in cases where statistical data may be of different measurement levels such as nominal, ordinal or interval. It covers methods of studying the stability of these techniques, including resampling by the bootstrap and jackknife and discusses sensitivity analysis through first-order approximations. The alternating least squares algorithm is used as a general model and treated in detail for the most important special cases. Among techniques covered are correspondence analysis, principal components analysis, canonical correlation analysis and various ordination techniques. The exposition also includes historical overviews, basic theoretical results, algorithmic efficiency and applications. Emphasis is placed on graphical display and nonlinear transformation of variables is used to obtain simple displays.
Nonlinear Multivariate Analysis features in the following genres: Mathematics
Nonlinear Multivariate Analysis is available in Hardback
Nonlinear Multivariate Analysis was written by Albert Gifi and published by John Wiley & Sons, Inc. an imprint of Wiley
Nonlinear Multivariate Analysis has 579 pages
Yes it is part of Wiley Series in Probability and Statistics series