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cs.LG2020
Variational Optimization for the Submodular Maximum Coverage Problem
Jian Du, Zhigang Hua, Shuang Yang
We examine the \emph{submodular maximum coverage problem} (SMCP), which is related to a wide range of applications. We provide the first variational approximation for this problem…
cs.LG2017★ 9 cited
Convergence analysis of belief propagation for pairwise linear Gaussian models
Jian Du, Shaodan Ma, Yik-Chung Wu +2
Gaussian belief propagation (BP) has been widely used for distributed inference in large-scale networks such as the smart grid, sensor networks, and social networks, where local me…