Publications

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2013
BibTex
Summarizing Data Succinctly with the Most Informative Itemsets.
Michael Mampaey, Jilles Vreeken, and Nikolaj Tatti.
Transactions on Knowledge Discovery from Data, ACM 2013.
PDFBibTex
Summarizing Categorical Data by Clustering Attributes.
Michael Mampaey, and Jilles Vreeken.
Data Mining and Knowledge Discovery, Springer 2013.
2011
PDFBibTex
Tell me what I need to know: Succinctly summarizing data with itemsets.
Michael Mampaey, Nikolaj Tatti, and Jilles Vreeken.
In Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pages 573–581, 2011 ACM.
BibTex
Summarizing Data with Informative Patterns
Michael Mampaey
PhD thesis (University of Antwerp);
BibTex
Data Summarization with Informative Itemsets.
Michael Mampaey, Nikolaj Tatti, and Jilles Vreeken.
In Proceedings of the 23rd Benelux Conference on Artificial Intelligence (BNAIC), pages 409, 2011.
2010
PDFBibTex
Mining Interesting Sets and Rules in Relational Databases.
Bart Goethals, Wim Le Page, and Michael Mampaey.
In Proceedings of the 25th ACM Symposium on Applied Computing (SAC)Vol. 2, pages 996–1000, 2010 ACM.
PDFBibTex
Mining Non-redundant Information-Theoretic Dependencies between Itemsets.
Michael Mampaey.
In Proceedings of DaWaK 2010Vol. 6263, pages 130–141, 2010 Springer.
PDFBibTex
Summarising Data by Clustering Items.
Michael Mampaey, and Jilles Vreeken.
In Proceedings of ECML PKDD 2010Vol. 6322, pages 321–336, 2010 Springer.
PDFBibTex
Using Background Knowledge to Rank Itemsets.
Nikolaj Tatti, and Michael Mampaey.
Data Mining and Knowledge Discovery, 21(2):293–309, Springer 2010.
2009
PDFBibTex
Mining Interesting Sets and Rules in Relational Databases
Bart Goethals, Wim Le Page, and Michael Mampaey
Technical Report of Universiteit Antwerpen (09.02);
2007
PDFBibTex
Mining itemsets in the presence of missing values.
Toon Calders, Bart Goethals, and Michael Mampaey.
In Proceedings of the ACM Symposium on Applied Computing, pages 404–408, 2007 ACM.