Learning Overspecified Gaussian Mixtures Exponentially Fast with the EM Algorithm

Zhenisbek Assylbekov, Alan Legg, Artur Pak

We investigate the convergence properties of the EM algorithm when applied to overspecified Gaussian mixture models -- that is, when the number of components in the fitted model ex…