My studies show that the popular convergence proof of the EM algorithm is not bilievable. An improved algorithm, CM algorithm, might ensure the convergence of mixture models.
see http://survivor99.com/lcg/CM/cm4mix.ppt
for details.
More discussions: http://survivor99.com/lcg/CM.html
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