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  2. Reinforcement learning under space and time constraints

Reinforcement learning under space and time constraints

Open Access
Authors
  • H.H. van Seijen
Supervisors
  • F.C.A. Groen
Cosupervisors
  • S. Whiteson
  • L.J.H.M. Kester
Award date 08-12-2011
ISBN
  • 9789059863941
Number of pages 170
Organisations
  • Faculty of Science (FNWI) - Informatics Institute (IVI)
Document type PhD thesis
Note Research conducted at: Universiteit van Amsterdam
Language English
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Thesis
Cover
Title pages
Contents
1: Introduction
2: Background
3: Reinforcement learning under space and time constraints
4: Trading space and time for performance
5: Reducing the problem size by representation selection
6: Reducing the problem size by policy space reduction
7: Conclusions and future work
A: Relationship between best-match LVM and TD(λ)
B: Off-policy Monte Carlo update
C: Proofs
Publications by the author
Bibliography
Summary
Samenvatting
Acknowledgements
Stellingen
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