Selected Publications

Found 34 results
Filters: Keyword is a. Statistical Learning in Operations  [Clear All Filters]
2021
Simchi-Levi D, Xu Y.  2021.  Bypassing the Monster: A Faster and Simpler Optimal Algorithm for Contextual Bandits under Realizability. Mathematics of Operations Research.
Qin H, Simchi-Levi D, Wang L.  2021.  Data-Driven Approximation Schemes for Joint Pricing and Inventory Control Models. Management Science.
Chen L, Ma W, Natarajan K, Simchi-Levi D, Yan Z.  2021.  Distributionally Robust Linear and Discrete Optimization with Marginals. Operations Research.
Simchi-Levi D, Zheng Z, Zhu F.  2021.  Dynamic Planning and Learning under Recovering Rewards. ICML 2021.
Chen B, Simchi-Levi D, Wang Y, Zhou Y.  2021.  Dynamic Pricing and Inventory Control with Fixed Ordering Cost and Incomplete Demand Information. Management Science.
Foster D, Rakhlin A, Simchi-Levi D, Xu Y.  2021.  Instance-Dependent Complexity of Contextual Bandits and Reinforcement Learning: A Disagreement-Based Perspective. COLT 2021.
Cheung W.C, Ma W, Simchi-Levi D, Wang X.  2021.  Inventory Balancing with Online Learning. Management Science.
Bastani H, Simchi-Levi D, Zhu R.  2021.  Meta Dynamic Pricing: Transfer Learning Across Experiments. Management Science—Special Issue on Data-Driven Prescriptive Analytics.
Mao W, Zhang K, Zhu R, Simchi-Levi D, Basar T.  2021.  Is Model-Free Learning Nearly Optimal for Non-Stationary RL? ICML 2021.
Bu J, Simchi-Levi D, Wang L.  2021.  Offline Pricing and Demand Learning with Censored Data. Management Science.
Gong X, Goyal V, Iyengar G, Simchi-Levi D, Udwani R, Wang S.  2021.  On-line Assortment Optimization with Reusable Resources. Management Science.
Simchi-Levi D, Sun R, Zhang H.  2021.  Online Learning and Optimization for Revenue Management Problems with Add-on Discounts. Management Science.
Bu J, Simchi-Levi D, Xu Y.  2021.  Online Pricing with Offline Data: Phase Transition and Inverse Square Law. Management Science.
Chen X, Simchi-Levi D, Wang Y.  2021.  Privacy-Preserving Dynamic Personalized Pricing with Demand Learning. Management Science.
Ma W, Simchi-Levi D.  2021.  Reaping the Benefits of Bundling under High Production Costs. To appear in Proceedings of the 24nd International Conference on Artificial Intelligence and Statistics, AISTATS..
2016
Ferreira J.K, Lee A.BH, Simchi-Levi D.  2016.  Analytics for an Online Retailer: Demand Forecasting and Price Optimization. Manufacturing and Service Operations Management. 18(1)
2013
Klabjan D, Simchi-Levi D, Song M.  2013.  Robust Stochastic Lot-Sizing by Means of Histograms. Production and Operations Management. 22