Table of contents

  1. Front Matter
  2. Editors’ Introduction

    1. Jyrki Kivinen, Csaba Szepesvári, Esko Ukkonen, Thomas Zeugmann
      Pages 1-13
  3. Invited Papers

    1. Peter Auer, Shiau Hong Lim, Chris Watkins
      Pages 14-17
    2. Yoshua Bengio, Olivier Delalleau
      Pages 18-36
    3. Jorma Rissanen
      Pages 37-37
    4. Eyke Hüllermeier, Johannes Fürnkranz
      Pages 38-38
  4. Inductive Inference

    1. Sanjay Jain, Eric Martin, Frank Stephan
      Pages 55-69
    2. Sanjay Jain, Eric Martin, Frank Stephan
      Pages 70-83
    3. Michael Geilke, Sandra Zilles
      Pages 84-98
  5. Regression

    1. Sébastien Gerchinovitz, Jia Yuan Yu
      Pages 99-113
    2. Arnak S. Dalalyan, Joseph Salmon
      Pages 129-143
  6. Bandit Problems

    1. Sébastien Bubeck, Gilles Stoltz, Jia Yuan Yu
      Pages 144-158
    2. Antoine Salomon, Jean-Yves Audibert
      Pages 159-173
    3. Aurélien Garivier, Eric Moulines
      Pages 174-188
    4. Alexandra Carpentier, Alessandro Lazaric, Mohammad Ghavamzadeh, Rémi Munos, Peter Auer
      Pages 189-203
  7. Online Learning

    1. Constantinos Panagiotakopoulos, Petroula Tsampouka
      Pages 204-218
    2. Manfred K. Warmuth, Wouter M. Koolen, David P. Helmbold
      Pages 219-233

About these proceedings

Introduction

This book constitutes the refereed proceedings of the 22nd International Conference on Algorithmic Learning Theory, ALT 2011, held in Espoo, Finland, in October 2011, co-located with the 14th International Conference on Discovery Science, DS 2011.
The 28 revised full papers presented together with the abstracts of 5 invited talks were carefully reviewed and selected from numerous submissions. The papers are divided into topical sections of papers on inductive inference, regression, bandit problems, online learning, kernel and margin-based methods, intelligent agents and other learning models.

Keywords

algorithmic information theory game theory probability reinforcement learning universal artificial intelligence

Editors and affiliations

  • Jyrki Kivinen
    • 1
  • Csaba Szepesvári
    • 2
  • Esko Ukkonen
    • 1
  • Thomas Zeugmann
    • 3
  1. 1.Department of Computer ScienceUniversity of HelsinkiHelsinkiFinland
  2. 2.Department of Computing ScienceUniversity of AlbertaEdmontonCanada
  3. 3.Division of Computer ScienceHokkaido UniversitySapporoJapan

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-24412-4
  • Copyright Information Springer-Verlag GmbH Berlin Heidelberg 2011
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-24411-7
  • Online ISBN 978-3-642-24412-4
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • About this book