47 citations · 64 across the 3 of their papers we have counts for
3 papers
math.OC2016
A robust optimal control problem with moment constraints on distribution: theoretical analysis and an algorithm
Jianxiong Ye, Lei Wang, Changzhi Wu +3
We study an optimal control problem in which both the objective function and the dynamic constraint contain an uncertain parameter. Since the distribution of this uncertain paramet…
stat.ML2016★ 47 cited
Boosting Variational Inference
Fangjian Guo, Xiangyu Wang, Kai Fan +2
Variational inference (VI) provides fast approximations of a Bayesian posterior in part because it formulates posterior approximation as an optimization problem: to find the closes…
stat.ML2014★ 17 cited
Median Selection Subset Aggregation for Parallel Inference
Xiangyu Wang, Peichao Peng, David Dunson
For massive data sets, efficient computation commonly relies on distributed algorithms that store and process subsets of the data on different machines, minimizing communication co…