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Machine Learning: ECML-95

8th European Conference on Machine Learning, Heraclion, Crete, Greece, April 25 - 27, 1995. Proceedings

  • Conference proceedings
  • © 1995

Overview

Editors:
  1. Nada Lavrac
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  2. Stefan Wrobel
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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 912)

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

Included in the following conference series:

Conference proceedings info: ECML 1995.

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Table of contents (44 papers)

  1. Front Matter

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  2. Reasoning and learning in probabilistic and possibilistic networks: An overview

    • Jörg Gebhardt, Rudolf Kruse
    Pages 1-16

  3. Problem decomposition and the learning of skills

    • Donald Michie
    Pages 17-31

  4. Machine learning in the world wide web

    • Tom M. Mitchell
    Pages 32-32

  5. Abstract computer models: Towards a new method for theorizing about adaptive agents

    • Stellan Ohlsson, James J. Jewett
    Pages 33-52

  6. Learning abstract planning cases

    • Ralph Bergmann, Wolfgang Wilke
    Pages 53-76

  7. The role of prototypicality in exemplar-based learning

    • Yoram Biberman
    Pages 77-91

  8. Specialization of recursive predicates

    • Henrik Boström
    Pages 92-106

  9. A distributed genetic algorithm improving the generalization behavior of neural networks

    • Jürgen Branke, Udo Kohlmorgen, Hartmut Schmeck
    Pages 107-121

  10. Learning non-monotonic logic programs: Learning exceptions

    • Yannis Dimopoulos, Antonis Kakas
    Pages 122-137

  11. A comparative utility analysis of case-based reasoning and control-rule learning systems

    • Anthony G. Francis Jr., Ashwin Ram
    Pages 138-150

  12. A minimization approach to propositional inductive learning

    • Dragan Gamberger
    Pages 151-160

  13. On concept space and hypothesis space in case-based learning algorithms

    • A D Griffiths, D G Bridge
    Pages 161-173

  14. The power of decision tables

    • Ron Kohavi
    Pages 174-189

  15. Pruning multivariate decision trees by hyperplane merging

    • Miroslav Kubat, Doris Flotzinger
    Pages 190-199

  16. Multiple-Knowledge Representations in concept learning

    • Thierry Van de Merckt, Christine Decaestecker
    Pages 200-217

  17. The effect of numeric features on the scalability of inductive learning programs

    • Georgios Paliouras, David S. Brée
    Pages 218-231

  18. Analogical logic program synthesis from examples

    • Ken Sadohara, Makoto Haraguchi
    Pages 232-244

  19. A guided tour through hypothesis spaces in ILP

    • Birgit Tausend
    Pages 245-259

  20. JIGSAW: Puzzling together RUTH and SPECTRE (Extended abstract)

    • Hilde Adé, Henrik Boström
    Pages 261-266
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Keywords

About this book

This volume constitutes the proceedings of the Eighth European Conference on Machine Learning ECML-95, held in Heraclion, Crete in April 1995.
Besides four invited papers the volume presents revised versions of 14 long papers and 26 short papers selected from a total of 104 submissions. The papers address all current aspects in the area of machine learning; also logic programming, planning, reasoning, and algorithmic issues are touched upon.

Bibliographic Information

  • Book Title: Machine Learning: ECML-95

  • Book Subtitle: 8th European Conference on Machine Learning, Heraclion, Crete, Greece, April 25 - 27, 1995. Proceedings

  • Editors: Nada Lavrac, Stefan Wrobel

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/3-540-59286-5

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer-Verlag Berlin Heidelberg 1995

  • Softcover ISBN: 978-3-540-59286-0Published: 05 April 1995

  • eBook ISBN: 978-3-540-49232-0Published: 02 July 2005

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: XII, 376

  • Topics: Artificial Intelligence, Algorithm Analysis and Problem Complexity

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