Generalized Estimating Equations
Generalized estimating equations have become increasingly popular in biometrical, econometrical, and psychometrical applications because they overcome the classical assumptions of statistics, i.e. independence and normality, which are too restrictive for many problems. Therefore, the main goal of th...
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| Format: | eBook |
| Language: | English |
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New York, NY
Springer New York
2011, 2011
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| Edition: | 1st ed. 2011 |
| Series: | Lecture Notes in Statistics
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| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- The linear exponential family
- The quadratic exponential family
- Generalized linear models
- Maximum likelihood method
- Quasi maximum likelihood method
- Pseudo maximum likelihood method based on the linear exponential family
- Quasi generalized pseudo maximum likelihood method based on the linear exponential family
- Algorithms for solving the generalized estimating equations and the relation to the jack-knife estimator of variance
- Pseudo maximum likelihood estimation based on the quadratic exponential family
- Generalized method of moment estimation