SMEM Algorithm for Mixture Models

Ueda, Naonori, Nakano, Ryohei, Ghahramani, Zoubin, Hinton, Geoffrey E.

Neural Information Processing Systems 

We present a split and merge EM (SMEM) algorithm to overcome the local maximum problem in parameter estimation of finite mixture models.

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