@inproceedings{Borgelt_et_al_2004a,
  author    = {Christian Borgelt and Daniela Girimonte
               and Guiseppe Acciani},
  title     = {Modeling and Diagnosis of Analog Circuits
               with Probabilistic Graphical Models},
  booktitle = {Proc.\ IEEE Int.\ Symp.\ on Circuits and Systems
               (ISCAS 2004, Vancouver, Canada)},
  publisher = {IEEE Press},
  address   = {Piscataway, NJ, USA},
  year      = 2004,
}

@inproceedings{Borgelt_et_al_2004b,
  author    = {Christian Borgelt and Daniela Girimonte
               and Guiseppe Acciani},
  title     = {Learning Vector Quantization:
               Cluster Size and Cluster Number},
  booktitle = {Proc.\ IEEE Int.\ Symp.\ on Circuits and Systems
               (ISCAS 2004, Vancouver, Canada)},
  publisher = {IEEE Press},
  address   = {Piscataway, NJ, USA},
  year      = 2004,
}

@inproceedings{Wang_and_Borgelt_2004,
  author    = {Xiaomeng Wang and Christian Borgelt},
  title     = {Information Measures in Fuzzy Decision Trees},
  booktitle = {Proc.\ 13th IEEE Int.\ Conf.\ on Fuzzy Systems
               (FUZZ-IEEE'04, Budapest, Hungary), CD-ROM},
  publisher = {IEEE Press},
  address   = {Piscataway, NJ, USA},
  year      = 2004,
}

@inproceedings{Kumar_et_al_2004,
  author    = {Anand Kumar and Barry Smith and Christian Borgelt},
  title     = {Dependence Relationships between Gene Ontology Terms
               based on {TIGR} Gene Product Annotations},
  booktitle = {Proc.\ 3rd Int.\ Workshop on Computational Terminology
               (CompuTerm 2004)},
  pages     = {31--38},
  address   = {Geneva, Switzerland},
  year      = 2004,
}

@inproceedings{Meinl_et_al_2004a,
  author    = {Thorsten Meinl and Christian Borgelt
               and Michael R.~Berthold},
  title     = {Discriminative Closed Fragment Mining
               and Perfect Extensions in {MoFa}},
  booktitle = {Proc.\ 2nd Starting AI Researchers' Symposium
               (STAIRS 2004, Valencia, Spain)},
  series    = {Frontiers in Artificial Intelligence and Applications},
  editor    = {E.~Onaindia and S.~Staab},
  pages     = {3--14},
  publisher = {IOS Press},
  address   = {Amsterdam, Netherlands},
  year      = 2004,
  isbn      = {1-58603-451-0},
  issn      = {0922-6389},
}

@inproceedings{Doering_et_al_2004,
  author    = {Christian D\"oring and Christian Borgelt
               and Rudolf Kruse},
  title     = {Fuzzy Clustering of Quantitative and Qualitative Data},
  booktitle = {Proc.\ Conf.\ North American Fuzzy Information Processing
               Society (NAFIPS 2004, Banff, Alberta, Canada)},
  pages     = {84--89},
  publisher = {IEEE Press},
  address   = {Piscataway, NJ, USA},
  year      = 2004,
}

@article{Borgelt_and_Kruse_2004a,
  author    = {Christian Borgelt and Rudolf Kruse},
  title     = {Probabilistische graphische {M}odelle und
               ihre {A}nwendung in der {A}utomobilindustrie},
  journal   = {Datenbank Spektrum},
  volume    = 4,
  issue     = 9,
  pages     = {18--23},
  publisher = {dpunkt Verlag},
  address   = {Heidelberg, Germany},
  year      = 2004,
}

@article{Timm_et_al_2004,
  author    = {Heiko Timm and Christian Borgelt and
               Christian D\"oring and Rudolf Kruse},
  title     = {An Extension to Possibilistic Fuzzy Cluster Analysis},
  journal   = {Fuzzy Sets and Systems},
  volume    = 147,
  issue     = 1,
  pages     = {3--16},
  publisher = {Elsevier},
  address   = {Amsterdam, Netherlands},
  year      = 2004,
}

@inproceedings{Borgelt_and_Kruse_2004b,
  author    = {Christian Borgelt and Rudolf Kruse},
  title     = {Shape and Size Regularization in
               Expectation Maximization and Fuzzy Clustering},
  booktitle = {Proc.\ 8th European Conf.\ on Principles and Practice
               of Knowledge Discovery in Databases
               (PKDD 2004, Pisa, Italy)},
  pages     = {52--62},
  publisher = {Springer-Verlag},
  address   = {Heidelberg, Germany},
  year      = 2004,
}

@inproceedings{Borgelt_and_Nuernberger_2004a,
  author    = {Christian Borgelt and Andreas N\"urnberger},
  title     = {Fast Fuzzy Clustering of Web Page Collections},
  booktitle = {Proc.\ Workshop on Statistical Approaches to Web Mining
               (SAWM 2004 at PKDD 2004, Pisa, Italy)},
  pages     = {75--86},
  publisher = {ECML/PKDD Organization Committee},
  address   = {Pisa, Italy},
  year      = 2004,
}

@inproceedings{Meinl_et_al_2004b,
  author    = {Thorsten Meinl and Christian Borgelt
               and Michael R.~Berthold},
  title     = {Mining Fragments with Fuzzy Chains
               in Molecular Databases},
  booktitle = {Proc.\ 2nd Int.\ Workshop on Mining Graphs, Trees,
               and Sequences (MGTS 2004 at PKDD 2004, Pisa, Italy)},
  pages     = {49--60},
  publisher = {ECML/PKDD Organization Committee},
  address   = {Pisa, Italy},
  year      = 2004,
}

@article{Hofer_et_al_2004,
  author    = {Heiko Hofer and Christian Borgelt
               and Michael R.~Berthold},
  title     = {Large Scale Mining of Molecular Fragments
               with Wildcards},
  journal   = {Intelligent Data Analysis},
  volume    = 8,
  pages     = {495--504},
  publisher = {IOS Press},
  address   = {Amsterdam, Netherlands},
  year      = 2004,
  url       = "http://iospress.metapress.com/openurl.asp?genre=journal&issn=1088-467X"
}

@inproceedings{Borgelt_and_Nuernberger_2004b,
  author    = {Christian Borgelt and Andreas N\"urnberger},
  title     = {Experiments in Document Clustering using
               Cluster Specific Term Weights},
  booktitle = {Proc.\ Workshop Machine Learning and Interaction
               for Text-based Information Retrieval
               (TIR 2004, Ulm, Germany)},
  pages     = {55--68},
  publisher = {University of Ulm},
  address   = {Ulm, Germany},
  year      = 2004,
}

@inproceedings{Borgelt_and_Nuernberger_2004c,
  author    = {Christian Borgelt and Andreas N\"urnberger},
  title     = {Experiments in Term Weighting and Keyword Extraction
               in Document Clustering},
  booktitle = {Lernen, Wissensentdeckung und Adaptivit\"at,
               Workshop GI Fachgruppe Maschinelles Lernen
               (LWA 2004/FGML 2004, Berlin, Germany)},
  pages     = {123--130},
  year      = 2004,
}

@inproceedings{Borgelt_et_al_2004c,
  author    = {Christian Borgelt and Thorsten Meinl and
               Michael R.~Berthold},
  title     = {Advanced Pruning Strategies to Speed Up
               Mining Closed Molecular Fragments},
  booktitle = {Proc.\ IEEE Conf.\ on Systems, Man and Cybernetics
               (SMC 2004, The Hague, Netherlands), CD-ROM},
  publisher = {IEEE Press},
  address   = {Piscataway, NJ, USA},
  year      = 2004,
}

@inproceedings{Borgelt_2004,
  author    = {Christian Borgelt},
  title     = {Recursion Pruning for the Apriori Algorithm},
  booktitle = {2nd Workshop of Frequent Item Set Mining Implementations
               (FIMI 2004, Brighton, UK)},
  publisher = {CEUR Workshop Proceedings 126},
  address   = {Aachen, Germany},
  year      = 2004,
  url       = "http://www.ceur-ws.org/Vol-126/",
}

@article{Gebhardt_et_al_2004,
  author    = {J\"org Gebhardt and Christian Borgelt and Rudolf Kruse},
  title     = {Knowledge Revision in Markov Networks},
  journal   = {Mathware and Softcomputing},
  volume    = 11,
  issue     = {2--3},
  pages     = {93--107},
  publisher = {University of Granada},
  address   = {Granada, Spain},
  year      = 2004,
}

