03440nam 22007215 450 991048411940332120251202133802.03-030-61867-610.1007/978-3-030-61867-4(CKB)4100000011716924(MiAaPQ)EBC6455885(DE-He213)978-3-030-61867-4(PPN)253254736(MiAaPQ)EBC29105727(EXLCZ)99410000001171692420210111d2021 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierFrom Shortest Paths to Reinforcement Learning A MATLAB-Based Tutorial on Dynamic Programming /by Paolo Brandimarte1st ed. 2021.Cham :Springer International Publishing :Imprint: Springer,2021.1 online resource (XI, 207 p. 67 illus.) EURO Advanced Tutorials on Operational Research,2364-68883-030-61866-8 The dynamic programming principle -- Implementing dynamic programming -- Modeling for dynamic programming -- Numerical dynamic programming for discrete states -- Approximate dynamic programming and reinforcement learning for discrete states -- Numerical dynamic programming for continuous states -- Approximate dynamic programming and reinforcement learning for continuous states.Dynamic programming (DP) has a relevant history as a powerful and flexible optimization principle, but has a bad reputation as a computationally impractical tool. This book fills a gap between the statement of DP principles and their actual software implementation. Using MATLAB throughout, this tutorial gently gets the reader acquainted with DP and its potential applications, offering the possibility of actual experimentation and hands-on experience. The book assumes basic familiarity with probability and optimization, and is suitable to both practitioners and graduate students in engineering, applied mathematics, management, finance and economics.EURO Advanced Tutorials on Operational Research,2364-6888Operations researchManagement scienceEconometricsNumerical analysisSocial sciencesMathematicsIndustrial managementOperations Research and Decision TheoryOperations Research, Management ScienceQuantitative EconomicsNumerical AnalysisMathematics in Business, Economics and FinanceIndustrial ManagementOperations research.Management science.Econometrics.Numerical analysis.Social sciencesMathematics.Industrial management.Operations Research and Decision Theory.Operations Research, Management Science.Quantitative Economics.Numerical Analysis.Mathematics in Business, Economics and Finance.Industrial Management.519.703Brandimarte Paolo283971MiAaPQMiAaPQMiAaPQBOOK9910484119403321From shortest paths to reinforcement learning2850794UNINA