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  • Conference proceedings
  • © 2001

Principles of Data Mining and Knowledge Discovery

5th European Conference, PKDD 2001, Freiburg, Germany, September 3-5, 2001 Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 2168)

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

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Table of contents (45 papers)

  1. Front Matter

    Pages I-XVIII
  2. Regular Papers

    1. Self-Similar Layered Hidden Markov Models

      • Jafar Adibi, Wei-Min Shen
      Pages 1-15
    2. Automatic Text Summarization Using Unsupervised and Semi-supervised Learning

      • Massih-Reza Amini, Patrick Gallinari
      Pages 16-28
    3. Detecting Temporal Change in Event Sequences: An Application to Demographic Data

      • H. Blockeel, J. Fürnkranz, A. Prskawetz, F. C. Billari
      Pages 29-41
    4. Knowledge Discovery in Multi-label Phenotype Data

      • Amanda Clare, Ross D. King
      Pages 42-53
    5. Computing Association Rules Using Partial Totals

      • Frans Coenen, Graham Goulbourne, Paul Leng
      Pages 54-66
    6. Gaphyl: A Genetic Algorithms Approach to Cladistics

      • Clare Bates Congdon
      Pages 67-78
    7. Non-crisp Clustering by Fast, Convergent, and Robust Algorithms

      • Vladimir Estivill-Castro, Jianhua Yang
      Pages 103-114
    8. Specifying Mining Algorithms with Iterative User-Defined Aggregates: A Case Study

      • Fosca Giannotti, Giuseppe Manco, Franco Turini
      Pages 128-139
    9. Interesting Fuzzy Association Rules in Quantitative Databases

      • Jeannette M. de Graaf, Walter A. Kosters, Jeroen J. W. Witteman
      Pages 140-151
    10. Interestingness Measures for Fuzzy Association Rules

      • Attila Gyenesei, Jukka Teuhola
      Pages 152-164
    11. A Data Set Oriented Approach for Clustering Algorithm Selection

      • Maria Halkich, Michalis Vazirgiannis
      Pages 165-179
    12. Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection

      • Melanie Hilario, Alexandros Kalousis
      Pages 180-191
    13. Discovery of Temporal Patterns

      • Frank Höppner
      Pages 192-203
    14. Biological Sequence Data Mining

      • Yuh-Jyh Hu
      Pages 228-240

About this book

This book constitutes the refereed proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery, PKDD 2001, held in Freiburg, Germany, in September 2001.
The 40 revised full papers presented together with four invited contributions were carefully reviewed and selected from close to 100 submissions. Among the topics addressed are hidden Markov models, text summarization, supervised learning, unsupervised learning, demographic data analysis, phenotype data mining, spatio-temporal clustering, Web-usage analysis, association rules, clustering algorithms, time series analysis, rule discovery, text categorization, self-organizing maps, filtering, reinforcemant learning, support vector machines, visual data mining, and machine learning.

Editors and Affiliations

  • Department of Computer Science, Albert-Ludwigs University Freiburg, Freiburg, Germany

    Luc Raedt

  • Inst.of Information and Computing Sciences Dept. of Mathematics and Computer Science, University of Utrecht, TB Utrecht, The Netherlands

    Arno Siebes

Bibliographic Information

Buy it now

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 109.99
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