03560nam 22006735 450 991059505970332120251113193235.03-031-01926-110.1007/978-3-031-01926-5(CKB)5850000000078389(MiAaPQ)EBC7102135(Au-PeEL)EBL7102135(PPN)264956842(OCoLC)1345580250(DE-He213)978-3-031-01926-5(EXLCZ)99585000000007838920220920d2022 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierThe Elements of Joint Learning and Optimization in Operations Management /edited by Xi Chen, Stefanus Jasin, Cong Shi1st ed. 2022.Cham :Springer International Publishing :Imprint: Springer,2022.1 online resource (444 pages)Springer Series in Supply Chain Management,2365-6409 ;183-031-01925-3 Part 1: Generic Tools -- Chapter 1: The Stochastic Multi-armed Bandit Problem -- Chapter 2: Reinforcement Learning -- Chapter 3: Optimal Learning and Optimal Design -- Part 2: Price Optimization -- Chapter 4: Dynamic Pricing with Demand Learning: Emerging Topics and State of the Art -- Chapter 5: Learning and Pricing with Inventory Constraints -- Chapter 6: Dynamic Pricing and Demand Learning in Nonstationary Environments -- Chapter 7: Pricing with High-Dimensional Data -- Part 3: Assortment Optimization -- Chapter 8: Nonparametric Estimation of Choice Models -- Chapter 9: The MNL-Bandit Problem -- Chapter 10: Dynamic Assortment Optimization: Beyond MNL Model -- Part 4: Inventory Optimization -- Chapter 11: Inventory Control with Censored Demand -- Chapter 12: Joint Pricing and Inventory Control with Demand Learning -- Chapter 13: Optimization in the Small-Data, Large-Scale Regime -- Part 5: Healthcare Operations -- Chapter 14: Bandit Procedures for Designing Patient-Centric Clinical Trials -- Chapter 15: Dynamic Treatment Regimes.This book examines recent developments in Operations Management, and focuses on four major application areas: dynamic pricing, assortment optimization, supply chain and inventory management, and healthcare operations. Data-driven optimization in which real-time input of data is being used to simultaneously learn the (true) underlying model of a system and optimize its performance, is becoming increasingly important in the last few years, especially with the rise of Big Data.Springer Series in Supply Chain Management,2365-6409 ;18Production managementSystem theoryBig dataBusiness information servicesOperations ManagementComplex SystemsBig DataIT in BusinessProduction management.System theory.Big data.Business information services.Operations Management.Complex Systems.Big Data.IT in Business.658.7658.5Jasin StefanusShi CongChen XiMiAaPQMiAaPQMiAaPQBOOK9910595059703321The Elements of Joint Learning and Optimization in Operations Management2915851UNINA