Lecture Notes in Artificial Intelligence

Machine Learning: ECML 2001

12th European Conference on Machine Learning, Freiburg, Germany, September 5-7, 2001. Proceedings

Editors: Raedt, Luc de, Flach, Peter (Eds.)

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About this book

This book constitutes the refereed proceedings of the 12th European Conference on Machine Learning, ECML 2001, held in Freiburg, Germany, in September 2001.
The 50 revised full papers presented together with four invited contributions were carefully reviewed and selected from a total of 140 submissions. Among the topics covered are classifier systems, naive-Bayes classification, rule learning, decision tree-based classification, Web mining, equation discovery, inductive logic programming, text categorization, agent learning, backpropagation, reinforcement learning, sequence prediction, sequential decisions, classification learning, sampling, and semi-supervised learning.

Table of contents (49 chapters)

Table of contents (49 chapters)
  • An Axiomatic Approach to Feature Term Generalization

    Aït-Kaci, Hassan (et al.)

    Pages 1-12

  • Lazy Induction of Descriptions for Relational Case-Based Learning

    Armengol, Eva (et al.)

    Pages 13-24

  • Estimating the Predictive Accuracy of a Classifier

    Bensusan, Hilan (et al.)

    Pages 25-36

  • Improving the Robustness and Encoding Complexity of Behavioural Clones

    Camacho, Rui (et al.)

    Pages 37-48

  • A Framework for Learning Rules from Multiple Instance Data

    Chevaleyre, Yann (et al.)

    Pages 49-60

Buy this book

eBook $109.00
price for USA in USD (gross)
  • ISBN 978-3-540-44795-5
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $149.00
price for USA in USD
  • ISBN 978-3-540-42536-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning: ECML 2001
Book Subtitle
12th European Conference on Machine Learning, Freiburg, Germany, September 5-7, 2001. Proceedings
Editors
  • Luc de Raedt
  • Peter Flach
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
2167
Copyright
2001
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-44795-5
DOI
10.1007/3-540-44795-4
Softcover ISBN
978-3-540-42536-6
Edition Number
1
Number of Pages
XVII, 620
Topics