Global Convergence of Least Squares EM for Demixing Two Log-Concave Densities

Wei Qian, Yuqian Zhang, Yudong Chen

Neural Information Processing Systems 

Understanding the convergence property of EM is highly nontrivial due to the non-convexity of the negative log-likelihood function.

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