The Em Algorithm And Extensions (Wiley Series in Probability & Statistics: Applied Section) - Hardcover

McLachlan, Geoffrey-J; Krishnan, Thriyambakam

 
9780471123583: The Em Algorithm And Extensions (Wiley Series in Probability & Statistics: Applied Section)

Inhaltsangabe

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.

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Críticas

"...should be comprehensible to graduates with statistics as their major subject." (Quarterly of Applied Mathematics, Vol. LIX, No. 3, September 2001)

Reseña del editor

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.

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