Lecture Notes in Artificial Intelligence

Recent Advances in Reinforcement Learning

9th European Workshop, EWRL 2011, Athens, Greece, September 9-11, 2011, Revised and Selected Papers

Editors: Sanner, Scott, Hutter, Marcus (Eds.)

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About this book

This book constitutes revised and selected papers of the 9th European Workshop on Reinforcement Learning, EWRL 2011, which took place in Athens, Greece in September 2011. The papers presented were carefully reviewed and selected from 40 submissions. The papers are organized in topical sections online reinforcement learning, learning and exploring MDPs, function approximation methods for reinforcement learning, macro-actions in reinforcement learning, policy search and bounds, multi-task and transfer reinforcement learning, multi-agent reinforcement learning, apprenticeship and inverse reinforcement learning and real-world reinforcement learning.

Table of contents (32 chapters)

  • Invited Talk: UCRL and Autonomous Exploration

    Auer, Peter

    Pages 1-1

  • Invited Talk: Increasing Representational Power and Scaling Inference in Reinforcement Learning

    Kersting, Kristian

    Pages 2-2

  • Invited Talk: PRISM – Practical RL: Representation, Interaction, Synthesis, and Mortality

    Stone, Peter

    Pages 3-3

  • Invited Talk: Towards Robust Reinforcement Learning Algorithms

    Szepesvári, Csaba

    Pages 4-4

  • Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits

    Maes, Francis (et al.)

    Pages 5-17

Buy this book

eBook $69.99
price for USA (gross)
  • ISBN 978-3-642-29946-9
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $89.99
price for USA
  • ISBN 978-3-642-29945-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Recent Advances in Reinforcement Learning
Book Subtitle
9th European Workshop, EWRL 2011, Athens, Greece, September 9-11, 2011, Revised and Selected Papers
Editors
  • Scott Sanner
  • Marcus Hutter
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
7188
Copyright
2012
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-29946-9
DOI
10.1007/978-3-642-29946-9
Softcover ISBN
978-3-642-29945-2
Edition Number
1
Number of Pages
XIII, 345
Number of Illustrations and Tables
98 b/w illustrations
Topics