Nonsingularity in matrix conic optimization induced by spectral norm via a smoothing metric projector. - Liwei Zhang; Shaoyan Guo; Jia Wu 007; Shoulin Hao (Math. Methods Oper. Res., 2013)

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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