The following is a list of publications by our employees. Some papers were written in cooperation with Perot Systems Nederland, Centrum voor Wiskunde en Informatica (CWI), Utrecht University, and LIACS/Leiden University.
2011Kok, J., Knobbe, A., Blockeel, H., Obladen, B., Koenders, E., Large Data Stream Processing for Bridge Management Systems (abstract), In Proceedings SMAR 2011, pdf
Pieters, B.F.I., Knobbe, A., Dzeroski, S., Subgroup Discovery in Ranked Data, with an Application to Gene Set Enrichment, In Proceedings Preference Learning workshop (PL 2010) at ECML PKDD 2010, pdf
Meeng, M., Knobbe, A., Koopman, A., van Klinken, J.B., van den Berg, S.A.A., Equation Discovery for Whole-Body Metabolism Modelling, In Proceedings Machine Learning in Systems Biology 2010 (MLSB 2010), pdf
Fürnkranz, J., Knobbe, A. (eds.), Special Issue: Global Modeling Using Local Patterns, Data Mining and Knowledge Discovery journal, 20:1, July 2010, html
Fürnkranz, J., Knobbe, A. (eds.), Global Modeling Using Local Patterns (editorial), Data Mining and Knowledge Discovery journal, 20:1, July 2010, pdf
Koopman, A., Knobbe, A., Meeng, M., Pattern Selection Problems in Multivariate Time-Series using Equation Discovery, In Proceedings Usefull Patterns workshop (UP 2010) at KDD 2010, pdf
Knobbe, A., Koopman, A., Kok, J., Obladen, B., Bosma, C., Galenkamp, H., The Role of Fielded Applications in Machine Learning Education (abstract), In Proceedings Benelearn 2010, pdf
Knobbe, A., Blockeel, H., Koopman, A., Calders, T., Obladen, B., Bosma, C., Galenkamp, H., Koenders, E., Kok, J. InfraWatch: Data management of large systems for monitoring infrastructural performance, In Proceedings IDA 2010, Tucson, USA, 2010, pdf
Hakim, S., Knobbe, A., Duivesteijn, W., Lohuis, P.J.F.M. Results of a screening questionnaire measuring physical perception of patients undergoing esthetic rhinoplasty: a statistical analysis, In Nederlands Tijdschrift voor Keel-Neus-Oorheelkunde (Dutch Journal for Otorhinolaryngology), 2010, 2, p. 100. pdf
Knobbe, A., Valkonet, J., Building Classifiers from Pattern Teams, In Knobbe and Fürnkranz (eds.) From Local Patterns to Global Models: Proceedings of the ECML PKDD 2009 Workshop, pp. 77-93, Bled, Slovenia, 2009, pdf
Knobbe, A., Fürnkranz, J. (eds.), From Local Patterns to Global Models: Proceedings of the ECML PKDD 2009 Workshop, Bled, Slovenia, 2009, html
Frank, R., Ester, M., Knobbe, A., A Multi-Relational Approach to Spatial Classification, In Proceedings KDD 2009, Paris, France, 2009, pdf
Leman, D., Feelders, A., Knobbe, A., Exceptional Model Mining, In Proceedings ECML PKDD 2008, Part II, LNAI 5212, pp. 1-16, Antwerp, Belgium, 2008, pdf
Fürnkranz, J., Knobbe, A. (eds.), From Local Patterns to Global Models: Proceedings of the ECML PKDD 2008 Workshop, Antwerp, Belgium, 2008, html
Knobbe, A., Crémilleux, B., Fürnkranz, J., Scholz, M., From Local Patterns to Global Models: The LeGo Approach to Data Mining, In Fürnkranz and Knobbe (eds.) From Local Patterns to Global Models: Proceedings of the ECML PKDD 2008 Workshop, pp. 1-16, Antwerp, Belgium, 2008, pdf
van de Koppel, E., Slavkov, I., Astrahantseff, K., Schramm, A., Schulte, J., Vandesompele, J., de Jong, E., Dzeroski, S., Knobbe, A., Knowledge Discovery in Neuroblastoma-related Biological Data, Data Mining in Functional Genomics and Proteomics workshop, 2007, pdf
Knobbe, A., The Safarii Multi-Relational Data Mining Environment, In Proceedings BNAIC 2007, Utrecht, 2007
Knobbe, A., Multi-Relational Data Mining, IOS Press, Amsterdam, 2006, flyer
Knobbe, A., Ho, E.K.Y, Pattern Teams, In Proceedings PKDD 2006, Berlin, Germany, 2006 short pdf , full pdf
Knobbe, A., Ho, E.K.Y, Maximally Informative k-Itemsets and their Efficient Discovery, In Proceedings KDD 2006, Philadelphia, USA, 2006 pdf
Knobbe, A., Ho, E.K.Y, Malik, R., ILP 2005 Challenge: the Safarii MRDM Environment, In Proceedings Late-breaking papers track ILP 2005, Bonn, Germany, 2005 pdf
Knobbe, A., Ho, E.K.Y, Numbers in Multi-Relational Data Mining, In Proceedings of PKDD 2005, Porto, Portugal, 2005, short pdf, full pdf
Knobbe, A., Multi-Relational Data Mining, Ph.D. Dissertation, Kiminkii, the Netherlands, 2004, pdf
Knobbe, A., Siebes, A., Marseille, B., Involving Aggregate Functions in Multi-Relational Search, In Proceedings of PKDD 2002, Helsinki, Finland, 2002, pdf, ps
Knobbe, A., de Haas, M., Siebes, A., Propositionalisation and Aggregates, In Proceedings of PKDD 2001, Freiburg, Germany, 2001, pdf
Knobbe, A., Siebes, A., Blockeel, H., Van der Wallen, D.M.G., Multi-Relational Data Mining, using UML for ILP, In Proceedings of Benelearn 2000, Tilburg, The Netherlands, 2000, pdf
Knobbe, A., Siebes, A., Blockeel, H., Van der Wallen, D.M.G., Multi-Relational Data Mining, using UML for ILP, In Proceedings of PKDD 2000, Lyon, France, 2000, pdf
Knobbe, A., Blockeel, H., Siebes, A., Van der Wallen, D.M.G., Multi-Relational Data Mining, In Proceedings of Benelearn '99, 1999, pdf
Knobbe, A., Siebes, A., Van der Wallen, D.M.G., Multi-Relational Decision Tree Induction, In Proceedings of PKDD '99, Prague, Czech Republic, 1999, pdf, Flash
Arno J. Knobbe, Daniël M.G. van der Wallen, Lundy Lewis, Experiments with Data Mining in Enterprise Management, Integrated Network Management '99, Boston, USA, 1999
Sjoerd Geraedts and Arno Knobbe, Informatiebehoefte gebruiker vaak vergeten, Informatie, Januari 1999, html
Arno J. Knobbe, Bart Marseille, Otto Moerbeek, Daniël M.G. van der Wallen, Results in Adaptive System Management, Benelearn'98, Wageningen, 1998, pdf
Arno J. Knobbe, Uitdagingen in Grootschalig Datamining, DB Magazine, june 1998
Arno J. Knobbe, Toepassingen van datamining, Informatie, sept 1997, html
Arno J. Knobbe, Data Mining for Adaptive System Management, PAKDD'97, London, 1997
Arno J. Knobbe, Pieter W. Adriaans, EMILE: Learning Context-Free Grammars from Examples, BENELEARN'96, Maastricht, The Netherlands, 1996
Arno J. Knobbe, Pieter W. Adriaans, Analyzing Binary Associations, KDD'96, Portland Oregon, 1996, pdf
Arno J. Knobbe, Pieter W. Adriaans, Discovering Foreign Key Relations in Relational Databases, EMCSR, Vienna, 1996
Arno J. Knobbe, Eelco den Heijer, Ronan Waldron, A practical view on Data Mining, PAKM'96, Basel, 1996
Arno J. Knobbe, Joost N. Kok, Mark H. Overmars, Robot Motion Planning in Unknown Environments using Neural Networks, ICANN'95, Paris, 1995
Arno J. Knobbe, Pieter W. Adriaans, Discovering Foreign Key Relations in Relational Databases, ECML workshop on Statistics, Machine Learning and Data Mining, Crete, 1995
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