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Publication DateArticle TitleAuthor(s)
1-Jan-2018Minimax-optimal privacy-preserving sparse PCA in distributed systemsGe, Jason; Wang, Zhaoran; Wang, Mengdi; Liu, Han
1-Sep-2019Learning to Control in Metric Space with Optimal RegretYang, Lin F.; Ni, Chengzhuo; Wang, Mengdi
1-Jan-2017Finite-sum Composition Optimization via Variance Reduced Gradient DescentLian, Xiangru; Wang, Mengdi; Liu, Ji
May-2015On the dual of the solvency coneLöhne, Andreas; Rudloff, Birgit
2015Optimal Learning in Experimental Design Using the Knowledge Gradient Policy with Application to Characterizing Nanoemulsion StabilityChen, Si; Reyes, Kristofer-Roy G; Gupta, Maneesh K; McAlpine, Michael C; Powell, Warren B
2015DeepDriving: Learning Affordance for Direct Perception in Autonomous DrivingChen, Chenyi; Seff, Ari; Kornhauser, Alain; Xiao, Jianxiong
Feb-2015Optimal Feature Selection in High-Dimensional Discriminant AnalysisKolar, Mladen; Liu, Han
2015Optimal linear estimation under unknown nonlinear transformYi, X; Wang, Z; Caramanis, C; Liu, H
1-May-2018Risk-averse approximate dynamic programming with quantile-based risk measuresJiang, DR; Powell, William B
1-Jan-2018Regularized decomposition of high-dimensional multistage stochastic programs with Markov uncertaintyAsamov, T; Powell, William B