Multivariate statistical analysis [electronic resource] / Parimal Mukhopadhyay.
Material type: Computer filePublication details: Singapore : World Scientific Publishing, [2019], c2009.Description: 1 online resource (xviii, 549 p.)ISBN:- 9789812791764
- 9812791760
- 519.535 23
Item type | Home library | Call number | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|
e-Book | S. R. Ranganathan Learning Hub Online | 519.535 (Browse shelf(Opens below)) | Available | EB0792 |
"This textbook presents a classical approach to some techniques of multivariate analysis in a simple and transparent manner. It offers clear and concise development of the concepts; interpretation of the output of the analysis; and criteria for selection of the methods, taking into account the strengths and weaknesses of each. With its roots in matrix algebra, for which a separate chapter has been added as an appendix, the book includes both data-oriented techniques and a reasonable coverage of classical methods supplemented by comments about robustness and general practical applicability. It also illustrates the methods of numerical calculations at various stages."--Publisher's website.
Includes bibliographical references (p. 525-534) and indexes.
Preliminaries -- Organization of multivariate data -- Multivariate normal distributions and related distributions -- Distributions arising out of the multivariate normal distribution -- Testing of hypotheses -- Multivariate regression analysis -- Multivariate analysis of variance and covariance -- Principal component analysis -- Factor analysis -- Canonical correlation -- Classification and discrimination.
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