Optimal DR-Submodular Maximization and Applications to Provable Mean Field Inference

19 May 2018An BianJoachim M. BuhmannAndreas Krause

Mean field inference in probabilistic models is generally a highly nonconvex problem. Existing optimization methods, e.g., coordinate ascent algorithms, can only generate local optima... (read more)

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