Publications 2003

• Learning Possibilistic Graphical Models from Data
  Christian Borgelt and Rudolf Kruse
  IEEE Transactions on Fuzzy Systems 11(2):159-172
  IEEE Press, Piscataway, NJ, USA 2003
• Operations and Evaluation Measures for Learning Possibilistic Graphical Models
  Christian Borgelt and Rudolf Kruse
  Artificial Intelligence 148:385-418
  Elsevier, Amsterdam, Netherlands 2003
• Information Mining: Editorial
  Rudolf Kruse and Christian Borgelt
  Int. Journal of Approximate Reasoning 32:63-65
  Elsevier, Amsterdam, Netherlands 2003
  ijar.pdf (47 kb) ijar.ps.gz (43 kb) (3 pages)
• Speeding Up Fuzzy Clustering with Neural Network Techniques
  Christian Borgelt and Rudolf Kruse
  Proc. 12th IEEE International Conference on Fuzzy Systems (FUZZ-IEEE'03, St. Louis, MO, USA)
  IEEE Press, Piscataway, NJ, USA 2003
  fieee_03.pdf (172 kb) fieee_03.ps.gz (75 kb) (5 pages)
  The program used in this paper can be found here.
  The shell scripts and datasets are contained in this archive: Note that due to some changes of the program and the scripts the results differ slightly from those reported in the paper.
• Data Mining with Possibilistic Graphical Models
  Christian Borgelt and Rudolf Kruse
  In: P. Melo-Pinto, H.N. Teodorescu, and T. Fukuda (eds.)
  Systematic Organisation of Information in Fuzzy Systems, 229-248
  Nato Science Series III, Vol. 184
  IOS Press, Amsterdam, Netherlands 2003
  nato_01.pdf (243 kb) nato_01.ps.gz (157 kb) (18 pages)
• Local Structure Learning in Graphical Models
  Christian Borgelt and Rudolf Kruse
  In: Giaccomo Della Riccia, Didier Dubois, Rudolf Kruse, and Hans-Joachim Lenz (eds.)
  Planning based on Decision Theory (Proc. 6th Int. Workshop, Udine, Italy 2002), 99-118
  CISM Courses and Lectures 472, Springer, Wien, Austria 2003
  issek_02.pdf (195 kb) issek_02.ps.gz (152 kb) (20 pages)
• Advances in Intelligent Data Analysis V
  Proc. 5th International Symposium on Intelligent Data Analysis (IDA 2003, Berlin, Germany)
  Michael R. Berthold, Hans-Joachim Lenz, Elizabeth Bradley, Rudolf Kruse, and Christian Borgelt (eds.)
  Springer-Verlag, Heidelberg, Germany 2003
• Large Scale Mining of Molecular Fragments with Wildcards
  Heiko Hofer, Christian Borgelt, and Michael Berthold
  Proc. 5th International Symposium on Intelligent Data Analysis (IDA 2003, Berlin, Germany), LNCS 2810:380-389
  Springer-Verlag, Heidelberg, Germany 2003
  ida_03.pdf (187 kb) ida_03.ps.gz (125 kb) (10 pages)
• On Identifying Tree-Structured Perfect Maps
  Christian Borgelt
  Proc. 26th German Conference on Artificial Intelligence (KI2003, Hamburg, Germany), LNCS 2821:385-395
  Springer-Verlag, Heidelberg, Germany, 2003
  ki_03.pdf (167 kb) ki_03.ps.gz (135 kb) (11 pages)
• Finding Discriminative Molecular Fragments
  Christian Borgelt, Heiko Hofer, and Michael Berthold
  Workshop Information Mining - Navigating Large Heterogeneous Spaces of Multimedia Information
  German Conference on Artificial Intelligence, Hamburg, Germany 2003
  wsim_03.pdf (303 kb) wsim_03.ps.gz (143 kb) (13 pages)
• Neuro-Fuzzy-Systeme - Von den Grundlagen Neuronaler Netze zu modernen Fuzzy-Systemen
  (in German)
  Detlef Nauck, Christian Borgelt, Frank Klawonn und Rudolf Kruse
  Vieweg-Verlag, Wiesbaden, Germany 2003, ISBN 3-528-25265-0
• Efficient Implementations of Apriori and Eclat
  Christian Borgelt
  Workshop of Frequent Item Set Mining Implementations (FIMI 2003, Melbourne, FL, USA)
  fimi_03.pdf (304 kb) fimi_03.ps.gz (197 kb) (9 pages)
• Learning Graphical Models by Extending Optimal Spanning Trees
  Christian Borgelt and Rudolf Kruse
  Intelligent Systems for Information Processing - From Representation to Applications, 339-348
  Bernadette Bouchon-Meunier, Laurent Foulloy, and Ronald R. Yager (eds.)
  Elsevier, Amsterdam, Netherlands 2003

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