S. Lin, Y. F. Chen, Y. Li, and Z.-J. M. Shen, “Data-driven newsvendor problems regularized by a profit risk constraint,” Production and Operations Management, vol. 31, pp. 1630-1644, Apr 2022. Link to PDF.
S. Lin, M. Bakker, and E. Leung, “Robust meal delivery service for the elderly: a case study in Hong Kong,” Nature Research Journal - Scientific Reports, vol. 12(1), pp. 1-12, Dec 2022. Link to PDF.
"Data-driven raw material robust procurement for non-ferrous metal smelter under price and demand uncertainties," with Y. Liu and Z.-J. M. Shen. IEEE Transactions on Automation Science and Engineering. 2023. Link.
C. Liu, S. Lin, Z.-J. M. Shen, and J. Zhang, "Stochastic service network design: the value of fixed routes," Transportation Research Part E, vol. 174, 103118, May 2023. Link to PDF.
C. Liu, J. Zhang, S. Lin, and Z.-J. M. Shen, “Service network design with consistent multiple trips," Transportation Research Part E, vol. 171, 103028, Mar 2023. Link to PDF.
S. Lin, Q. Zhang, Y. F. Chen, L. Luo, L. Chen, and W. Zhang, “Smooth Bayesian network model for the prediction of future high-cost patients with COPD,” International Journal of Medical Informatics, vol. 126, pp. 147-155, Apr 2019. Link to PDF.
X. Li, S. Lin*, P. Tian, and Y. P. Aneja, “Models and column generation approach for the resource-constrained minimum cost path problem with relays,” Omega, vol. 66, pp. 79-90, 2017. Link to PDF. (The first-prize best paper in China Logistics Annual Meeting)
X. Li, S. Lin, S. Chen, Y. P. Aneja, P. Tian, and Y. Cui, “An iterated metaheuristic for the directed network design problem with relays,” Computers & Industrial Engineering, vol. 113, pp. 35-45, 2017. Link to PDF
S. Lin, X. Li, K. Wei, C. Yue, “A tabu search based metaheuristic for the network design problem with relays,” in ICSSSM International Conference.
K. Wei, X. Li, S. Lin, C. Yue, S. Li, “A simulated annealing based heuristic for the multi-source single-path multi-commodity network flow problem,” in ICSSSM International Conference.
12. "Dynamic inventory control with covariates: risk constraints, regularization, and folding-horizon plan," with Y. F. Chen, Y. Li, and Z.-J. M. Shen. Link to PDF. Under revision at Operations Research.
13. "Optimizing non-emergency medical transportation service," with X. He, Y. Yin, and Y. Li. R&R at Manufacturing & Service Operations Management.
14. "How the platform enables creator innovation: a perspective of AI feedback," with Y. Cheng, Z. Zhou, and Z.-J. M. Shen. Finished field experiments at Kuaishou. Link to SSRN. Under review at Management Science.
15. "Inventory management and consumer preference learning for substitutable products with covariates," with Y. Zheng, Y. Yang, and Y. F. Chen. Link to SSRN. In a submission to Operations Research.
16. "Financial hedging for a data-driven newsvendor selling new products," with Y. Huang, Y. F. Chen, and Q. Yuan. Targetting Management Science.
17. "Interpreting machine learning through domain knowledge: a practical case of sales forecasts," with Y. Sun, Z.-J. M. Shen, and JD.com. Link to SSRN. To be submitted to Production and Operations Management.
18."Matrix-based pricing optimization with proxy covariates," with Y. Huang. Targeting Manufacturing & Service Operations Management.
19. "Location planning, resource reallocation and patient assignment during a pandemic considering the needs of ordinary patients," with Y. Lu, Z.-J. M. Shen, and J. Zhang. Under revision.
20. "Machine learning-based prediction of passenger waiting time during check-in process," with X. Liao and X. Ma. Under revision.
21 "Deep reinforcement learning for check-in optimization: a case study in Daxing Airport," with H. Yin, X. Ma, Z.-J. M. Shen and Daxing Airport's teams. Under field experiments and in production
22."Transfer learning promotion assortment: the value of proxy data," with J. Zeng and Z.-J. M. Shen, To carry out field experiments in a large retailer
23. "Flexible worker scheduling and allocation to improve the production rate in serial production lines," with J. Chen and Z.-J. M. Shen
24. "Wasserstein distributionally robust optimization for multi-stage linear program."
25. "Data-driven distributionally robust network design with flexible service."
26. "Targeting or not: A robust approach incorporating personalized intervention effectiveness," with Z. Yong and Y. F. Chen
Ad-hoc reviewer for journals: Management Science, Operations Research, Production and Operations Management, IISE Transactions, International Journal of Medical Informatics, Transportation Science, Omega, IEEE Transactions on Cybernetics
Program committee member for the 27th AAAI Conference (2023) on Artificial Intelligence