Skip to main content
  • Conference proceedings
  • © 2004

Machine Learning: ECML 2004

15th European Conference on Machine Learning, Pisa, Italy, September 20-24, 2004, Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 3201)

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 2004.

Buying options

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

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

This is a preview of subscription content, access via your institution.

Table of contents (56 papers)

  1. Front Matter

  2. Invited Papers

    1. Random Matrices in Data Analysis

      • Dimitris Achlioptas
      Pages 1-7
    2. Data Privacy

      • Rakesh Agrawal
      Pages 8-8
  3. Contributed Papers

    1. Filtered Reinforcement Learning

      • Douglas Aberdeen
      Pages 27-38
    2. Applying Support Vector Machines to Imbalanced Datasets

      • Rehan Akbani, Stephen Kwek, Nathalie Japkowicz
      Pages 39-50
    3. A Boosting Approach to Multiple Instance Learning

      • Peter Auer, Ronald Ortner
      Pages 63-74
    4. Learning from Message Pairs for Automatic Email Answering

      • Steffen Bickel, Tobias Scheffer
      Pages 87-98
    5. Concept Formation in Expressive Description Logics

      • Nicola Fanizzi, Luigi Iannone, Ignazio Palmisano, Giovanni Semeraro
      Pages 99-110
    6. Multi-level Boundary Classification for Information Extraction

      • Aidan Finn, Nicholas Kushmerick
      Pages 111-122
    7. An Analysis of Stopping and Filtering Criteria for Rule Learning

      • Johannes Fürnkranz, Peter Flach
      Pages 123-133
    8. Adaptive Online Time Allocation to Search Algorithms

      • Matteo Gagliolo, Viktor Zhumatiy, Jürgen Schmidhuber
      Pages 134-143
    9. Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics

      • Pieter Jan’t Hoen, Karl Tuyls
      Pages 168-179

Other Volumes

  1. Machine Learning: ECML 2004

Keywords

  • Averaging
  • Bayesian network
  • Fuzzy
  • Random Forest
  • algorithmic learning
  • algorithms
  • association rule mining
  • decision tree learning
  • description logics
  • genetic algorithms
  • kernel methods
  • machine learning
  • proving
  • reinforcement learning
  • semantic web
  • algorithm analysis and problem complexity

Editors and Affiliations

  • INSA-Lyon, LIRIS CNRS UMR5205, Villeurbanne, France

    Jean-François Boulicaut

  • Dipartimento di Informatica, Università degli Studi di Bari,  

    Floriana Esposito

  • Pisa KDD Laboratory, ISTI - CNR, Area della Ricerca di Pisa, Pisa, Italy

    Fosca Giannotti

  • Dipartimento di Informatica, Pisa, Italy

    Dino Pedreschi

Bibliographic Information

  • Book Title: Machine Learning: ECML 2004

  • Book Subtitle: 15th European Conference on Machine Learning, Pisa, Italy, September 20-24, 2004, Proceedings

  • Editors: Jean-François Boulicaut, Floriana Esposito, Fosca Giannotti, Dino Pedreschi

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/b100702

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer-Verlag Berlin Heidelberg 2004

  • Softcover ISBN: 978-3-540-23105-9Published: 07 September 2004

  • eBook ISBN: 978-3-540-30115-8Published: 05 November 2004

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: XVIII, 582

  • Topics: Artificial Intelligence, Algorithms, Formal Languages and Automata Theory, Database Management

Buying options

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

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions