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Reinforcement learning : state-of-the-art / Marco Wiering and Martijn van Otterlo (eds.)
Contributor(s): Resource type: Ressourcentyp: BuchBookPublisher number: 12833788Language: English Series: Adaptation, learning, and optimization ; Volume 12Publisher: Berlin ; Heidelberg [u.a] : Springer, [2012]Copyright date: © 2012Description: XXXIV, 638 Seiten : Illustrationen, Diagramme ; 25 cmISBN:- 364227644X
- 9783642276446
- 006.3/1 23
- 006.31
- 004 620
- Q325.6
Contents:
PPN: PPN: 1616105372
1. Reinforcement learning and Markov decision processes / Martijn van Otterlo, Marco Wiering2. Batch reinforcement learning / Sascha Lange, Thomas Gabel, Martin Riedmiller
3. Least-squares methods for policy iteration / Lucian Buşoniu, Alessandro Lazaric, Mohammad Ghavamzadeh, Rémi Munos, Robert Babuška, Bart De Schutter
4. Learning and using models / Todd Hester, Peter Stone
5. Transfer in reinforcement learning: a framework and a survey / Alessandro Lazaric
6. Sample complexity bounds of exploration / Lihong Li
7. Reinforcement learning in continuous state and action spaces / Hado van Hasselt
8. Solving relational and first-order logical Markov decision processes: a survey / Martijn van Otterlo
9. Hierarchical approaches / Bernhard Hengst
10. Evolutionary computation for reinforcement learning / Shimon Whiteson
11. Bayesian reinforcement learning / Nikos Vlassis, Mohammad Ghavamzadeh, Shie Mannor, Pascal Poupart
12. Partially observable Markov decision processes / Matthijs T. J. Spaan
13. Predictively defined representations of state / David Wingate
14. Game theory and multi-agent reinforcement learning / Ann Nowé, Peter Vrancx, Yann-Michaël De Hauwere
15. Decentralized POMDPs / Frans A. Oliehoek
16. Psychological and neuroscientific connections with reinforcement learning / Ashvin Shah
17. Reinforcement learning in games / István Szita
18. Reinforcement learning in robotics: a survey / Jens Kober, Jan Peters
19. Conclusions, future directions and outlook / Marco Wiering, Martijn van Otterlo.
| Item type | Home library | Collection | Shelving location | Call number | Status | Date due | Barcode | |
|---|---|---|---|---|---|---|---|---|
| Handbibliothek | Fakultät für Informatik | F.Rei | Handbibliothek (Ausleihe und Einsicht nicht möglich) | F.Rei(57221) | Checked out Ausleihe und Einsicht nicht möglich | 15.01.2034 | 000654957090 |
Total holds: 0