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Title:
Reinforcement Learning for Sequential Decision and Optimal Control
Author:
Li, Shengbo Eben. author.
ISBN:
9789811977848
Edition:
1st ed. 2023.
Physical Description:
XXX, 462 p. 217 illus., 213 illus. in color. online resource.
Contents:
Chapter 1 Introduction of Reinforcement Learning -- Chapter 2 Principles of RL Problems -- Chapter 3 Model-free Indirect RL: Monte Carlo -- Chapter 4 Model-Free Indirect RL: Temporal-Difference -- Chapter 5 Model-based Indirect RL: Dynamic Programming -- Chapter 6 Indirect RL with Function Approximation -- Chapter 7 Direct RL with Policy Gradient -- Chapter 8 Infinite Horizon Approximate Dynamic Programming -- Chapter 9 Finite Horizon ADP and State Constraints -- Chapter 10 Deep Reinforcement Learning -- Chapter 11 Advanced RL Topics.
Added Corporate Author:
Electronic Access:
https://doi.org/10.1007/978-981-19-7784-8Copies:
Available:*
Library | Material Type | Item Barcode | Shelf Number | Status | Item Holds |
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Searching... | E-Book | 520398-1001 | XX(520398.1) | Searching... | Searching... |