Selected Publications

Found 52 results
Filters: Keyword is a. Statistical Learning in Operations  [Clear All Filters]
2013
Klabjan D, Simchi-Levi D, Song M.  2013.  Robust Stochastic Lot-Sizing by Means of Histograms. Production and Operations Management. 22
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)
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..