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.