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Comparative Analysis on Convergence Rates of The EM Algorithm and Its Two Modifications for Gaussian Mixtures

โœ Scribed by Lei Xu


Book ID
110277405
Publisher
Springer US
Year
1997
Tongue
English
Weight
80 KB
Volume
6
Category
Article
ISSN
1370-4621

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On the correct convergence of the EM alg
โœ Jinwen Ma; Shuqun Fu ๐Ÿ“‚ Article ๐Ÿ“… 2005 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 235 KB

It is well-known that the EM algorithm generally converges to a local maximum likelihood estimate. However, there have been many evidences to show that the EM algorithm can converge correctly to the true parameters as long as the overlap of Gaussians in the sample data is small enough. This paper st