Institut für Informatik, Universität Freiburg

Ankündigung (HyperG-Server!)

Termine

Literatur

1. Einführung/Überblick
   • Fayyad, U.M. et al (eds.)
     Advances in Knowledge Discovery and Data Mining
     AAAI Press/The MIT Press, 1996, p. 1-34
     
   • Soeffky, M.
     Datenbank Fokus, 2/97, p. 18-26
   • Chen, M.S., Han, J., Yu, P.S.
     Data Mining: An Overview from Database Perspective,
     IEEE Transactions on Knowledge and Data Engineering, 1997.
2. Data Mining Tools/Algorithmen
   1. Decision Trees
      • Russel, S., Norvig, P.
        Artificial Intelligence - A Modern Approach
        Prentice Hall, 1995, p. 531-540
      • Nilsson, N.J.
        Introduction to Machine Learning
        to be published, p. 81-96
      • Kamber, M. et al
        Generalization and Decision Tree Induction
   2. Inductive Logic Programming
      
      • Russel, S., Norvig, P.
        Artificial Intelligence - A Modern Approach
        Prentice Hall, 1995, p. 636-644
      • Nilsson, N.J.
        Introduction to Machine Learning
        to be published, p.
      • Fayyad, U.M. et al (eds.)
        Advances in Knowledge Discovery and Data Mining
        AAAI Press/The MIT Press, 1996, p. 117-152
   3. Mining Association Rules
      • Chen, M.S., Han, J., Yu, P.S.
        Data Mining: An Overview from Database Perspective,
        IEEE Transactions on Knowledge and Data Engineering, 1997.
      • Fayyad, U.M. et al (eds.)
        Advances in Knowledge Discovery and Data Mining
        AAAI Press/The MIT Press, 1996, p. 307-328
      • Srikant, R.
        Fast algorithms for mining association rules and sequential patterns
        PhD thesis, Chapter 2
   4. Levelwise Search and Hypergraph Transversal
      • Gunopulos, Mannila, et. al
        Data Mining, Hypergraph Transversals, and Machine Learning
        PODS'97
      • Mannila, Toiven
        Levelwise search and borders of theories in knowledge discovery
        TR Helsinki
3. Visualisierung
   
   • Keim D. A., Kriegel H.-P.
     Visualization Techniques for Mining Large Databases: A Comparison
     Transactions on Knowledge and Data Engineering,
     Special Issue on Data Mining, Vol. 8, No. 6, 1996, pp. 923-938.
4. Spatial Data Mining
   
   • Ester M., Kriegel H.-P., Sander J.
     Spatial Data Mining: A Database Approach
     Proc. 5th Symp. on Spatial Databases, Berlin, 1997.

KDD im WWW:

• KDD homepage
  A starting point for exploring Internet resources in knowledge discovery and data mining
• Knowledge Discovery Mine
  Data Mining and Knowledge Discovery Resources
• The Data Mine
  The first collection of data mining information on the web (April 1994)
• UCI Machine Learning
  UCI's Machine Learning Site
• MLnet
  The Machine Learning Archive at GMD