Linear Models and Generalizations: Least Squares and Alternatives,9783642093531

Linear Models and Generalizations: Least Squares and Alternatives

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Edition: 3rd
ISBN13: 9783642093531
ISBN10: 3642093531
Format: Paperback
Pub. Date: 2007-10-12
Publisher(s): Springer Verlag
List Price: $139.00

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Summary

Revised and updated with the latest results, this Third Edition explores the theory and applications of linear models. The authors present a unified theory of inference from linear models and its generalizations with minimal assumptions. They not only use least squares theory, but also alternative methods of estimation and testing based on convex loss functions and general estimating equations. Highlights of coverage include sensitivity analysis and model selection, an analysis of incomplete data, an analysis of categorical data based on a unified presentation of generalized linear models, and an extensive appendix on matrix theory.

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