Utility Preference Robust Optimization with Moment-Type Information Structure. - Guo, Shaoyan; Xu, Huifu; Zhang, Sainan (Oper. Res., 2024)

Perturbation analysis of the euclidean distance matrix optimization problem and its numerical implications. - Guo, Shaoyan; Qi, Hou-Duo; Zhang, Liwei (Comput. Optim. Appl., 2023)

Statistical Robustness of Empirical Risks in Machine Learning. - Guo, Shaoyan; Xu, Huifu; Zhang, Liwei (J. Mach. Learn. Res., 2023)

Data perturbations in stochastic generalized equations: statistical robustness in static and sample average approximated models. - Guo, Shaoyan; Xu, Huifu (Math. Program., 2023)

Shortfall Risk Models When Information on Loss Function Is Incomplete. - Delage, Erick; Guo, Shaoyan; Xu, Huifu (Oper. Res., 2022)

Robust spectral risk optimization when the subjective risk aversion is ambiguous: a moment-type approach. - Guo, Shaoyan; Xu, Huifu (Math. Program., 2022)

A discrete method for the initialization of semi-discrete optimal transport problem. - Lin, Judy Yangjun; Guo, Shaoyan; Xie, Longhan; Du, Ruxu; Xu, Gu (Knowl. Based Syst., 2021)

Statistical robustness in utility preference robust optimization models. - Guo, Shaoyan; Xu, Huifu (Math. Program., 2021)

Existence and Approximation of Continuous Bayesian Nash Equilibria in Games with Continuous Type and Action Spaces. - Guo, Shaoyan; Xu, Huifu; Zhang, Liwei (SIAM J. Optim., 2021)

Multi-projection of unequal dimension optimal transport theory for Generative Adversary Networks. - Lin, Judy Yangjun; Guo, Shaoyan; Xie, Longhan; Xu, Gu (Neural Networks, 2020)

Statistical Inference of Second-Order Cone Programming. - Zhang, Liwei; Gao, Shengzhe; Guo, Shaoyan (Asia Pac. J. Oper. Res., 2019)

Consensus of Linear Multi-Agent Systems with Persistent Disturbances via Distributed Output Feedback. - Mo, Lipo; Guo, Shaoyan (J. Syst. Sci. Complex., 2019)

Mean-square Quasi-composite Rotating Formation Control of Second-order Multi-agent Systems under Stochastic Communication Noises. - Mo, Lipo; Yuan, Xiaolin; Jia, Yingmin; Guo, Shaoyan (J. Robotics Netw. Artif. Life, 2019)

Distributionally robust shortfall risk optimization model and its approximation. - Guo, Shaoyan; Xu, Huifu (Math. Program., 2019)

Quantitative Stability of Two-Stage Linear Second-Order Conic Stochastic Programs with Full Random Recourse. - Duan, Qingsong; Xu, Mengwei; Guo, Shaoyan; Zhang, Liwei (Asia Pac. J. Oper. Res., 2018)

Mean-square consensus of heterogeneous multi-agent systems with nonconvex constraints, Markovian switching topologies and delays. - Mo, Lipo; Guo, Shaoyan; Yu, Yongguang (Neurocomputing, 2018)

Mean-square consensus of heterogeneous multi-agent systems with communication noises. - Guo, Shaoyan; Mo, Lipo; Yu, Yongguang (J. Frankl. Inst., 2018)

Probability approximation schemes for stochastic programs with distributionally robust second-order dominance constraints. - Guo, Shaoyan; Xu, Huifu; Zhang, Liwei (Optim. Methods Softw., 2017)

Convergence Analysis for Mathematical Programs with Distributionally Robust Chance Constraint. - Guo, Shaoyan; Xu, Huifu; Zhang, Liwei (SIAM J. Optim., 2017)

Nonsingularity in matrix conic optimization induced by spectral norm via a smoothing metric projector. - Zhang, Liwei; Guo, Shaoyan; Wu, Jia; Hao, Shoulin (Math. Methods Oper. Res., 2013)