Recent Advances in Reinforcement Learning 9th European Workshop,
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 p
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LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany
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Scott Sanner Marcus Hutter (Eds.)
Recent Advances in Reinforcement Learning 9th European Workshop, EWRL 2011 Athens, Greece, September 9-11, 2011 Revised Selected Papers
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Series Editors Randy Goebel, University of Alberta, Edmonton, Canada Jörg Siekmann, University of Saarland, Saarbrücken, Germany Wolfgang Wahlster, DFKI and University of Saarland, Saarbrücken, Germany Volume Editors Scott Sanner NICTA and the Australian National University 7 London Circuit Canberra, ACT 2601 Australia E-mail: [email protected] Marcus Hutter Australian National University Research School of Computer Science Canberra, ACT 0200 Australia E-mail: [email protected]
ISSN 0302-9743 e-ISSN 1611-3349 e-ISBN 978-3-642-29946-9 ISBN 978-3-642-29945-2 DOI 10.1007/978-3-642-29946-9 Springer Heidelberg Dordrecht London New York Library of Congress Control Number: 2012937733 CR Subject Classification (1998): I.2.6, I.2, F.1-2, G.3, C.1.3 LNCS Sublibrary: SL 7 – Artificial Intelligence
© Springer-Verlag Berlin Heidelberg 2012 This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting, reproduction on microfilms or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer. Violations are liable to prosecution under the German Copyright Law. The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, India Printed on acid-free paper Springer is part of Springer Science+Business Media (www.springer.com)
Preface
This volume contains the papers presented at EWRL 2011: the 9th European Workshop on Reinforcement Learning held in Athens, Greece, September 9–11, 2011. The workshop was co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2011). The technical program of EWRL 2011 contained 38 plenary talks by authors of submitted papers and 4 plenary invited talks: – Peter Auer (University of Leoben, Austria), “UCRL and Autonomous Exploration” – Kristian Kersting (Fraunhofer IAIS and University of Bonn, Germany), “Increasing Representational Power and Scaling Inference in Reinforcement Learning” – Peter Stone (University of Texas Austin, USA), “PRISM Practical RL: Representation, Interaction, Synthesis, and Mortality” – Csaba Svepesvari (University of Alberta, Canada), “Towards Robust Reinfor
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