Sotabase

Career

· Professor, KU Leuven2025–
· Assistant professor, Université catholique de Louvain (UCLouvain)2016–2025
· Assistant professor (tenure track), Universiteit Leiden2012–2018
· FWO Postdoctoral researcher, KU Leuven2008–2014
· Postdoctoral researcher, KU Leuven2006–2008
· Postdoctoral researcher, Albert-Ludwigs-Universität Freiburg2005–2006
· PhD Student, Universiteit Leiden2001–2005
· Student assistant, Universiteit Leiden1998–2000

Publications (474)

A quickstart in frequent structure mining can make a difference
Knowledge Discovery and Data Mining · 2004
557
cited
Encyclopedia of Machine Learning and Data Mining
Encyclopedia of Machine Learning and Data Mining · 2017
446
cited
Frequent Subtree Mining – An Overview
Fundamenta Informaticae · 2004
318
cited
What Is Frequent in a Single Graph?
Pacific-Asia Conference on Knowledge Discovery and Data Mining · 2007
245
cited
The Gaston Tool for Frequent Subgraph Mining
GraBaTs · 2005
203
cited
Itemset mining: A constraint programming perspective
Artificial Intelligence · 2011
187
cited
Constraint programming for itemset mining
Knowledge Discovery and Data Mining · 2008
171
cited
Decision trees: from efficient prediction to responsible AI
Frontiers Artif. Intell. · 2023
155
cited
Efficient discovery of frequent unordered trees
2003
139
cited
Learning Optimal Decision Trees Using Caching Branch-and-Bound Search
AAAI Conference on Artificial Intelligence · 2020
128
cited
k-Pattern Set Mining under Constraints
IEEE Transactions on Knowledge and Data Engineering · 2013
103
cited
Classification Algorithms
Encyclopedia of Machine Learning · 2010
95
cited
Faster Association Rules for Multiple Relations
International Joint Conference on Artificial Intelligence · 2001
93
cited
Mining optimal decision trees from itemset lattices
Knowledge Discovery and Data Mining · 2007
88
cited
Substructure Mining Using Elaborate Chemical Representation
Journal of Chemical Information and Modeling · 2006
88
cited
Correlated itemset mining in ROC space: a constraint programming approach
Knowledge Discovery and Data Mining · 2009
83
cited
Test Data
Encyclopedia of Machine Learning and Data Mining · 2019
82
cited
Constraint Programming for Data Mining and Machine Learning
AAAI Conference on Artificial Intelligence · 2010
71
cited
Optimal constraint-based decision tree induction from itemset lattices
Data mining and knowledge discovery · 2010
70
cited
Don't Be Afraid of Simpler Patterns
European Conference on Principles of Data Mining and Knowledge Discovery · 2006
66
cited
Sotabase