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Robust deterministic annealing based EM algorithm

โœ Scribed by Wang, B.; Wan, F.; Mak, P.-U.; Mak, P.-I.; Vai, M.-I.


Book ID
118134446
Publisher
The Institution of Electrical Engineers
Year
2012
Tongue
English
Weight
485 KB
Volume
48
Category
Article
ISSN
0013-5194

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Deterministic annealing EM algorithm
โœ Naonori Ueda; Ryohei Nakano ๐Ÿ“‚ Article ๐Ÿ“… 1998 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 597 KB

This paper presents a deterministic annealing EM (DAEM) algorithm for maximum likelihood estimation problems to overcome a local maxima problem associated with the conventional EM algorithm. In our approach, a new posterior parameterized by 'temperature' is derived by using the principle of maximum