The EM Algorithm and Extensions

Geoffrey J. McLachlan, Thriyambakam Krishnan (Autoren)

Buch | Hardcover

304 Seiten

1996
John Wiley & Sons Inc (Verlag)
978-0-471-12358-3 (ISBN)

Infos

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.

Inhalt

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.

Produkt-Details

• Erscheint lt. Verlag: 29.11.1996
• Reihe/Serie: Wiley Series in Probability & Statistics: Applied Section
• Verlagsort: New York
• Sprache: englisch
• Maße: 240 x 160 mm
• Gewicht: 567 g
• Themenwelt: Mathematik / Informatik ► Mathematik
• Themenwelt: Sozialwissenschaften ► Soziologie ► Empirische Sozialforschung
• ISBN-10: 0-471-12358-7 / 0471123587
• ISBN-13: 978-0-471-12358-3 / 9780471123583
• Zustand: Neuware