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Machine Learning: ECML 2002

13th European Conference on Machine Learning Helsinki, Finland, August 19–23, 2002 Proceedings

  • Tapio Elomaa
  • Heikki Mannila
  • Hannu Toivonen

Part of the Lecture Notes in Computer Science book series (LNCS, volume 2430)

Also part of the Lecture Notes in Artificial Intelligence book sub series (LNAI, volume 2430)

Table of contents

  1. Front Matter
    Pages I-XIII
  2. Contributed Papers

    1. Bikramjit Banerjee, Jing Peng
      Pages 1-9
    2. Stephen D. Bay, Daniel G. Shapiro, Pat Langley
      Pages 10-22
    3. Xavier Carreras, Lluís Màrquez, Vasin Punyakanok, Dan Roth
      Pages 35-47
    4. Philip Derbeko, Ran El-Yaniv, Ron Meir
      Pages 60-72
    5. Yaakov Engel, Shie Mannor, Ron Meir
      Pages 84-96
    6. Johannes Fürnkranz
      Pages 97-110
    7. Geoffrey Holmes, Bernhard Pfahringer, Richard Kirkby, Eibe Frank, Mark Hall
      Pages 161-172
    8. Eyke Hüllermeier
      Pages 173-184
    9. Stefan Klink, Armin Hust, Markus Junker, Andreas Dengel
      Pages 195-207
    10. Tony Kr°akenes, Ole Martin Halck
      Pages 207-218
    11. Matjaž Kukar, Igor Kononenko
      Pages 219-231
    12. Marcus-Christopher Ludl, Gerhard Widmer
      Pages 258-270
    13. Mario Martin
      Pages 282-294
    14. Ishai Menache, Shie Mannor, Nahum Shimkin
      Pages 295-306
    15. Richard Nock, Patrice Lefaucheur
      Pages 319-331
    16. Santiago Ontanón, Enric Plaza
      Pages 331-344
    17. Harris Papadopoulos, Kostas Proedrou, Volodya Vovk, Alex Gammerman
      Pages 345-356
    18. Lourdes Pena Castillo, Stefan Wrobel
      Pages 357-368
    19. Philippe Preux
      Pages 369-380
    20. Kostas Proedrou, Ilia Nouretdinov, Volodya Vovk, Alex Gammerman
      Pages 381-390
    21. Bohdana Ratitch, Doina Precup
      Pages 391-404
    22. Ulrich Rückert, Stefan Kramer, Luc De Raedt
      Pages 405-417
    23. Janne Sinkkonen, Samuel Kaski, Janne Nikkilä
      Pages 418-430
    24. Franck Thollard, Marc Sebban, Philippe Ezequel
      Pages 431-443
    25. Ljupco Todorovski, Hendrik Blockeel, Saso Dzeroski
      Pages 444-455
    26. Ioannis Tsochantaridis, Thomas Hofmann
      Pages 456-467
    27. Jean-Noël Vittaut, Massih-Reza Amini, Patrick Gallinari
      Pages 468-479
    28. Bernard Zenko, Saso Dzeroski
      Pages 493-504
  3. Invited Papers

    1. Dan Roth
      Pages 506-510
    2. Bernhard Schölkopf, Jason Weston, Eleazar Eskin, Christina Leslie, William Stafford Noble
      Pages 511-528
  4. Back Matter
    Pages 531-532

Other volumes

  1. Machine Learning: ECML 2002
    13th European Conference on Machine Learning Helsinki, Finland, August 19–23, 2002 Proceedings
  2. 6th European Conference, PKDD 2002 Helsinki, Finland, August 19–23, 2002 Proceedings

About these proceedings

Introduction

This book constitutes the refereed preceedings of the 13th European Conference on Machine Learning, ECML 2002, held in Helsinki, Finland in August 2002.
The 41 revised full papers presented together with 4 invited contributions were carefully reviewed and selected from numerous submissions. Among the topics covered are computational discovery, search strategies, Classification, support vector machines, kernel methods, rule induction, linear learning, decision tree learning, boosting, collaborative learning, statistical learning, clustering, instance-based learning, reinforcement learning, multiagent learning, multirelational learning, Markov decision processes, active learning, etc.

Keywords

Boosting Markov decision process Support Vector Machine classification kernel method learning machine learning reinforcement learning

Editors and affiliations

  • Tapio Elomaa
    • 1
  • Heikki Mannila
    • 1
  • Hannu Toivonen
    • 1
  1. 1.Department of Computer ScienceUniversity of HelsinkiHelsinkiFinland

Bibliographic information

  • DOI https://doi.org/10.1007/3-540-36755-1
  • Copyright Information Springer-Verlag Berlin Heidelberg 2002
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Springer Book Archive
  • Print ISBN 978-3-540-44036-9
  • Online ISBN 978-3-540-36755-0
  • Series Print ISSN 0302-9743
  • Buy this book on publisher's site