Lecture Notes in Artificial Intelligence

Principles of Data Mining and Knowledge Discovery

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

Editors: Raedt, Luc de, Siebes, Arno (Eds.)

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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.

Table of contents (45 chapters)

Table of contents (45 chapters)
  • Self-Similar Layered Hidden Markov Models

    Adibi, Jafar (et al.)

    Pages 1-15

  • Automatic Text Summarization Using Unsupervised and Semi-supervised Learning

    Amini, Massih-Reza (et al.)

    Pages 16-28

  • Detecting Temporal Change in Event Sequences: An Application to Demographic Data

    Blockeel, H. (et al.)

    Pages 29-41

  • Knowledge Discovery in Multi-label Phenotype Data

    Clare, Amanda (et al.)

    Pages 42-53

  • Computing Association Rules Using Partial Totals

    Coenen, Frans (et al.)

    Pages 54-66

Buy this book

eBook $99.00
price for USA in USD (gross)
  • ISBN 978-3-540-44794-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $129.99
price for USA in USD
  • ISBN 978-3-540-42534-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Principles of Data Mining and Knowledge Discovery
Book Subtitle
5th European Conference, PKDD 2001, Freiburg, Germany, September 3-5, 2001 Proceedings
Editors
  • Luc de Raedt
  • Arno Siebes
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
2168
Copyright
2001
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-44794-8
DOI
10.1007/3-540-44794-6
Softcover ISBN
978-3-540-42534-2
Edition Number
1
Number of Pages
DXXXII, 514
Topics