The EM algorithm and extensions
著者
書誌事項
The EM algorithm and extensions
(Wiley series in probability and mathematical statistics, . Applied probability and statistics)
John Wiley, c1997
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注記
"A Wiley-Interscience publication."
Includes bibliographical references (p. 243-260) and indexes
内容説明・目次
内容説明
This book presents an organized and well-knit account of the theory, methodology, extensions, and major applications of the Expectation-Maximization (EM) algorithm. It includes applications in the standard statistical contexts such as regression, factor analysis, variance components estimation, repeated-measures designs, categorical data analysis, survival analysis and survey sampling.
目次
- Examples of the EM Algorithm
- Basic Theory of the EM Algorithm
- Standard Errors and Speeding Up Convergence
- Extensions of the EM Algorithm
- Miscellaneous Topics
- References
- Indexes.
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