21 citations · 21 across the 1 of their papers we have counts for
5 papers
An Optimization-and-Simulation Framework for Redesigning University Campus Bus System with Social Distancing
Gongyu Chen, Xinyu Fei, Huiwen Jia +2
The outbreak of coronavirus disease 2019 (COVID-19) has led to significant challenges for schools, workplaces and communities to return to operations during the pandemic, requiring…
Multistage Distributionally Robust Mixed-Integer Programming with Decision-Dependent Moment-Based Ambiguity Sets
Xian Yu, Siqian Shen
We study multistage distributionally robust mixed-integer programs under endogenous uncertainty, where the probability distribution of stage-wise uncertainty depends on the decisio…
Distributionally Robust Facility Location Problem under Decision-dependent Stochastic Demand
Beste Basciftci, Shabbir Ahmed, Siqian Shen
Facility location decisions significantly impact customer behavior and consequently the resulting demand in a wide range of businesses. Furthermore, sequentially realized uncertain…
Benders Cut Classification via Support Vector Machines for Solving Two-stage Stochastic Programs
Huiwen Jia, Siqian Shen
We consider Benders decomposition for solving two-stage stochastic programs with complete recourse based on finite samples of the uncertain parameters. We define the Benders cuts b…
Distributionally Robust Partially Observable Markov Decision Process with Moment-based Ambiguity
Hideaki Nakao, Ruiwei Jiang, Siqian Shen
We consider a distributionally robust Partially Observable Markov Decision Process (DR-POMDP), where the distribution of the transition-observation probabilities is unknown at the…