McLachlan, Geoffrey J.,

The EM algorithm and extensions (E Book) [Elektronisk resurs] / Geoffrey J. McLachlan, Thriyambakam Krishnan. - 2nd ed. - Hoboken, N.J. : Wiley-Interscience, c2008. - 1 online resource (xxvii, 359 p.) : ill. - Wiley series in probability and statistics . - Wiley series in probability and statistics. .

Examples of the EM algorithm -- Basic theory of the EM algorithm -- Standard errors and speeding up convergence -- Extensions of the EM algorithm -- Monte Carlo versions of the EM algorithm -- Some generalizations of the EM algorithm -- Further applications of the EM algorithm.

This new edition remains the only single source to offer a complete and unified treatment of the theory, methodology, and applications of the EM algorithm. The highly applied area of statistics here outlined involves applications in regression, medical im.

9780470191613 9780470191613

10.1002/9780470191613


Estimation theory.
Expectation-maximization algorithms.
Iteration.
MATHEMATICS--Probability & Statistics--General.
Maximum-Likelihood-Sch�tzung.
Missing observations (Statistics)
Unvollkommene Information.


Electronic books.

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