|
Online Supplements
Online supplement for the paper: Hideaki Nakao*, Ruiwei Jiang, Siqian Shen, “Distributionally robust Partially Observable Markov Decision Process with moment-based ambiguity”, SIAM Journal on Optimization, 31(1), 461–488, 2021. [PDF]
Data Sets
Source code for generating data instances and example data files for the paper: Xian Yu*, Siqian Shen, “On the Value of Risk-Averse Multistage Stochastic Programming in Capacity Planning,” to appear in INFORMS Journal on Computing, 2024. [Arxiv (PDF)] [IJOC GitHub Repo. (Code)]
Source code for generating data instances and example data files for the paper: Xinyu Fei*, Lucas T. Brady, Jeffrey Larson, Sven Leyffer, Siqian Shen, “Binary Quantum Control Optimization with Uncertain Hamiltonians,” to appear in INFORMS Journal on Computing, 2024. [Arxiv (PDF)]. [IJOC GitHub Repo. (Code)]
Source code for generating data instances and example data files for the paper: Bo Zhou, Ruiwei Jiang, Siqian Shen, “Learning to Solve Bilevel Programs with Binary Tender,” accepted to the International Conference on Learning Representations (ICLR 2024), Vienna, Austria, May 2024. [OpenReview.net (PDF)] [Github Download]
Source code for generating data instances and example data files for the paper: Xinyu Fei*, Lucas T. Brady, Jeffrey Larson, Sven Leyffer, Siqian Shen, “Switching Time Optimization for Binary Quantum Optimal Control,” to appear in ACM Transactions on Quantum Computing, 2024. [Arxiv (PDF)]. [Github Download]
Source code for generating data instances and example data files for the paper: Xinyu Fei*, Lucas T. Brady, Jeffrey Larson, Sven Leyffer, Siqian Shen, “Binary Control Pulse Optimization for Quantum Systems,” Quantum, vol. 7, page 892, 2023. [Arxiv (PDF)] [Github Download]
Source code for generating data instances and example data files for the paper: Xinyu Fei*, Xingmin Wang*, Xian Yu*, Siqian Shen, Yafeng Yin, Yiheng Feng, Henry Liu, “Traffic Signal Control under Stochastic Traffic Demand and Vehicle Turning via Decentralized Decomposition Approaches”, European Journal of Operational Research, 310(2): 712-736, 2023. [Article] [Github Download]
Source code for generating data instances and example data files for the paper: Kati Moug*, Huiwen Jia*, Siqian Shen, “A Shared Mobility Based Framework for Evacuation Planning and Operations under Forecast Uncertainty,” IISE Transactions, 55(10), 971-984, 2023. [Optimization Online (PDF)] [data file]
Source code for generating data instances and example data files for the paper: Gongyu Chen*, Xinyu Fei*, Huiwen Jia*, Xian Yu*, Siqian Shen, “The University of Michigan Implements a Hub-and-Spoke Design to Accommodate Social Distancing in the Campus Bus System under COVID Restrictions", INFORMS Journal on Applied Analytics, 52(6):539-552, 2023. [Arxiv (PDF)] [data file]
Source code for generating data instances and example data files for the paper: Hideaki Nakao*, Ruiwei Jiang, Siqian Shen, “Distributionally robust Partially Observable Markov Decision Process with moment-based ambiguity,” SIAM Journal on Optimization (SIOPT), 31(1), 461–488, 2021. [Arxiv version] [Github Download]
Source code for generating data instances and example data files for the paper: Miao Yu*, Viswanath Nagarajan, Siqian Shen, “Improving column generation via random coloring and parallelization for Vehicle Routing Problems,” INFORMS Journal on Computing, 13(3), 172-191, 2022. [Article] [Github Download]
Source code for generating data instances and example data files for the paper: Huiwen Jia*, Siqian Shen, “Benders cut classification for solving two-stage stochastic programs via Support Vector Machines,” to appear in INFORMS Journal on Optimization, 2020. [link (PDF)] [Download]
Source code for generating data instances and example data files for the paper: Yu, X.*, Shen, S., “Multistage distributionally robust mixed-integer programming with decision-dependent moment-based ambiguity sets,” to appear in Mathematical Programming, 2020. [link (PDF)] [Download]
Source code for generating data instances and example data files for the paper: Deng, Y.*, Jia, H.*, Ahmed, S., Lee, J., Shen, S., “Scenario grouping and decomposition algorithms for chance-constrained programs,” to appear in INFORMS Journal on Computing, 2020. [Download]
Source code for generating data instances and example data files for the paper: Deng, Y.*, Shen, S., Denton, B., “Chance-constrained surgery planning under conditions of limited and ambiguous data,” INFORMS Journal on Computing, 31(3), 559-575, 2019. [Download]
Example data files for the paper: Yu, M., Nagarajan, V., Shen, S., “An approximation algorithm for vehicle routing with compatibility constraints,” Operations Research Letters, 46(6), 579-584, 2018. [Download]
Source code for generating data instances and example data files for the paper: Nakao, H.*, Shen, S., Chen, Z.*, “Network design in scarce data environments using moment-based distributionally robust optimization,” Computers & Operations Research, 88(1), 44-57, 2017. [Download]
Source code for generating data instances and example data files for the paper: Jiang, R., Shen, S., Zhang, Y.*, “Integer programming approaches for appointment scheduling with random no-shows and service durations,” Operations Research, 65(6), 1638-1656, 2017. [Download]
Non-technical Articles
Project Outputs
|