The EM algorithm and extensions

著者

• McLachlan, Geoffrey J.
• Krishnan, T. (Thriyambakam)

書誌事項

The EM algorithm and extensions

Geoffrey J. McLachlan, Thriyambakam Krishnan

（Wiley series in probability and mathematical statistics, . Applied probability and statistics）

John Wiley, c1997

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.

「Nielsen BookData」 より

詳細情報

• NII書誌ID(NCID): BA29164998
• ISBN:
  • 0471123587
• LCCN: 96038417
• 出版国コード: us
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: New York
• ページ数/冊数: xvii, 274 p.
• 大きさ: 24 cm
• 分類:
  • NDC9 : 417
  • LCC : QA276.8
  • DC20 : 519.5/44
• 件名:
  • LCSH : Expectation-maximization algorithms
  • LCSH : Estimation theory
  • LCSH : Missing observations (Statistics)
• 親書誌ID:
  • BA00019013