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  • Conference proceedings
  • © 2002

Machine Learning: ECML 2002

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

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

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Conference series link(s): ECML: European Conference on Machine Learning

Conference proceedings info: ECML 2002.

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Table of contents (45 papers)

  1. Front Matter

    Pages I-XIII
  2. Contributed Papers

    1. Convergent Gradient Ascent in General-Sum Games

      • Bikramjit Banerjee, Jing Peng
      Pages 1-9
    2. Revising Engineering Models: Combining Computational Discovery with Knowledge

      • Stephen D. Bay, Daniel G. Shapiro, Pat Langley
      Pages 10-22
    3. Learning and Inference for Clause Identification

      • Xavier Carreras, Lluís Màrquez, Vasin Punyakanok, Dan Roth
      Pages 35-47
    4. Variance Optimized Bagging

      • Philip Derbeko, Ran El-Yaniv, Ron Meir
      Pages 60-72
    5. Sparse Online Greedy Support Vector Regression

      • Yaakov Engel, Shie Mannor, Ron Meir
      Pages 84-96
    6. Pairwise Classification as an Ensemble Technique

      • Johannes Fürnkranz
      Pages 97-110
    7. Multiclass Alternating Decision Trees

      • Geoffrey Holmes, Bernhard Pfahringer, Richard Kirkby, Eibe Frank, Mark Hall
      Pages 161-172
    8. Possibilistic Induction in Decision-Tree Learning

      • Eyke Hüllermeier
      Pages 173-184
    9. Collaborative Learning of Term-Based Concepts for Automatic Query Expansion

      • Stefan Klink, Armin Hust, Markus Junker, Andreas Dengel
      Pages 195-207
    10. Learning to Play a Highly Complex Game from Human Expert Games

      • Tony Kr°akenes, Ole Martin Halck
      Pages 207-218
    11. Reliable Classifications with Machine Learning

      • Matjaž Kukar, Igor Kononenko
      Pages 219-231

About this book

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.

Editors and Affiliations

  • Department of Computer Science, University of Helsinki, Helsinki, Finland

    Tapio Elomaa, Heikki Mannila, Hannu Toivonen

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access