Publications 2004

• Modeling and Diagnosis of Analog Circuits with Probabilistic Graphical Models.
  Christian Borgelt, Daniela Girimonte, and Guiseppe Acciani.
  Proc. IEEE Int. Symp. on Circuits and Systems (ISCAS 2004, Vancouver, Canada).
  IEEE Press, Piscataway, NJ, USA 2004.
  iscas_04.pdf (75 kb) iscas_04.ps.gz (62 kb) (4 pages)
• Learning Vector Quantization: Cluster Size and Cluster Number.
  Christian Borgelt, Daniela Girimonte, and Guiseppe Acciani.
  Proc. IEEE Int. Symp. on Circuits and Systems (ISCAS 2004, Vancouver, Canada).
  IEEE Press, Piscataway, NJ, USA 2004.
  cluster.pdf (429 kb) cluster.ps.gz (1902 kb) (4 pages)
• Information Measures in Fuzzy Decision Trees.
  Xiaomeng Wang and Christian Borgelt.
  Proc. 13th IEEE International Conference on Fuzzy Systems (FUZZ-IEEE'04, Budapest, Hungary), on CD-ROM.
  IEEE Press, Piscataway, NJ, USA 2004
  fieee_04.pdf (112 kb) fieee_04.ps.gz (84 kb) (6 pages)
  
• Dependence Relationships between Gene Ontology Terms based on TIGR Gene Product Annotations.
  Anand Kumar, Barry Smith, and Christian Borgelt.
  Proc. 3rd Int. Workshop on Computational Terminology (CompuTerm 2004), 31-38.
  Geneva, Switzerland 2004
  cterm_04.pdf (153 kb) cterm_04.ps.gz (339 kb) (8 pages)
• Discriminative Closed Fragment Mining and Perfect Extensions in MoFa
  Thorsten Meinl, Christian Borgelt, and Michael R. Berthold
  Proc. 2nd Starting AI Researchers' Symposium (STAIRS 2004, Valencia, Spain), 3-14
  IOS Press, Amsterdam, Netherlands 2004
  stairs_04.pdf (382 kb) stairs_04.ps.gz (205 kb) (12 pages)
• Fuzzy Clustering of Quantitative and Qualitative Data.
  Christian Döring, Christian Borgelt, and Rudolf Kruse.
  Proc. Conf. North American Fuzzy Information Processing Society (NAFIPS 2004, Banff, Alberta, Canada), 84-89.
  IEEE Press, Piscataway, NJ, USA 2004
  nafips_04.pdf (285 kb) nafips_04.ps.gz (429 kb) (6 pages)
• Probabilistische grafische Modelle und ihre Anwendung in der Automobilindustrie
  Christian Borgelt and Rudolf Kruse.
  Datenbank Spektrum 4(9):18-23.
  dpunkt Verlag, Heidelberg, Germany 2004
  (6 pages, in German)
• An Extension to Possibilistic Fuzzy Cluster Analysis.
  Heiko Timm, Christian Borgelt, Christian Döring, and Rudolf Kruse.
  Fuzzy Sets and Systems 147:3-16.
  Elsevier Science, Amsterdam, Netherlands 2004
  (14 pages)
• Shape and Size Regularization in Expectation Maximization and Fuzzy Clustering.
  Christian Borgelt and Rudolf Kruse.
  Proc. 8th European Conf. on Principles and Practice of Knowledge Discovery in Databases (PKDD 2004, Pisa, Italy), 52-62.
  Springer, Heidelberg, Germany 2004
  pkdd_04.pdf (235 kb) pkdd_04.ps.gz (321 kb) (11 pages)
• Fast Fuzzy Clustering of Web Page Collections.
  Christian Borgelt and Andreas Nürnberger.
  Proc. Workshop on Statistical Approaches to Web Mining (SAWM 2004, Pisa, Italy), 75-86.
  University of Pisa, Pisa, Italy 2004
  sawm_04.pdf (219 kb) sawm_04.ps.gz (171 kb) (12 pages)
• Mining Fragments with Fuzzy Chains in Molecular Databases
  Thorsten Meinl, Christian Borgelt, and Michael R. Berthold.
  Proc. 2nd Int. Workshop on Mining Graphs, Trees and Sequences (MGTS 2004, Pisa, Italy), 49-60.
  University of Pisa, Pisa, Italy 2004
  mgts_04.pdf (546 kb) mgts_04.ps.gz (211 kb) (12 pages)
• Large Scale Mining of Molecular Fragments with Wildcards
  Heiko Hofer, Christian Borgelt and Michael R. Berthold.
  Intelligent Data Analysis 8:495-504.
  IOS Press, Amsterdam, Netherlands 2004
  (10 pages)
• Experiments in Document Clustering using Cluster Specific Term Weights.
  Christian Borgelt and Andreas Nürnberger.
  Proc. Workshop Machine Learning and Interaction for Text-based Information Retrieval (TIR 2004, Ulm, Germany), 55-68.
  University of Ulm, Germany 2004
  tir_04.pdf (363 kb) tir_04.ps.gz (252 kb) (13 pages)
• Experiments in Term Weighting and Keyword Extraction in Document Clustering.
  Christian Borgelt and Andreas Nürnberger.
  Lernen, Wissensentdeckung und Adaptivität, Workshop GI Fachgruppe Maschinelles Lernen (LWA 2004/FGML 2004, Berlin, Germany), 123-130.
  (8 pages)
• Advanced Pruning Strategies to Speed Up Mining Closed Molecular Fragments
  Christian Borgelt, Thorsten Meinl, and Michael R. Berthold.
  Proc. IEEE Conf. on Systems, Man and Cybernetics (SMC 2004, The Hague, Netherlands), on CD-ROM.
  IEEE Press, Piscataway, NJ, USA 2004
  smc_04.pdf (122 kb) smc_04.ps.gz (65 kb) (6 pages)
• Recursion Pruning for the Apriori Algorithm
  Christian Borgelt.
  2nd Workshop of Frequent Item Set Mining Implementations (FIMI 2004, Brighton, UK).
  fimi_04.pdf (41 kb) fimi_04.ps.gz (29 kb) (2 pages)
• Knowledge Revision in Markov Networks
  Jörg Gebhardt, Christian Borgelt, and Rudolf Kruse.
  Mathware and Softcomputing 11(2-3):93-107.
  University of Granada, Granada, Spain 2004
  (15 pages)