Sotabase

Career

· Professor, KU Leuven2009–
· Part-time Associate Professor, Leiden University2007–2016
· Associate Professor, KU Leuven2005–2009
· Assistant Professor, KU Leuven1999–2005
· Post-doctoral Research Assistant, KU Leuven1999–1999
· Post-doctoral Fellow, Research Foundation – Flanders1999–2005
· PhD in Computer Science, KU Leuven1998–
· Master of Engineering in Computer Science, KU Leuven1993–
· Master of Engineering in Artificial Intelligence, KU Leuven

Publications (898)

Web mining research: a survey
SKDD · 2000
1,905
cited
Top‐down induction of first order logical decision trees
AI Communications · 1999
822
cited
Decision trees for hierarchical multi-label classification
Machine-mediated learning · 2008
708
cited
Top-Down Induction of Clustering Trees
International Conference on Machine Learning · 1998
516
cited
Encyclopedia of Machine Learning and Data Mining
Encyclopedia of Machine Learning and Data Mining · 2017
446
cited
Efficient Algorithms for Decision Tree Cross-validation
Journal of machine learning research · 2001
164
cited
Decision Trees for Hierarchical Multilabel Classification: A Case Study in Functional Genomics
European Conference on Principles of Data Mining and Knowledge Discovery · 2006
159
cited
Mean Absolute Error
Encyclopedia of Machine Learning and Data Mining · 2010
159
cited
Decision trees: from efficient prediction to responsible AI
Frontiers Artif. Intell. · 2023
155
cited
Markov Chain
Encyclopedia of Machine Learning · 2010
120
cited
Top-down induction of logical decision trees
1997
119
cited
On estimating model accuracy with repeated cross-validation
2012
112
cited
Scaling Up Inductive Logic Programming by Learning from Interpretations
Data mining and knowledge discovery · 1999
111
cited
Mining data from intensive care patients
Advanced Engineering Informatics · 2007
102
cited
Speeding Up Relational Reinforcement Learning through the Use of an Incremental First Order Decision Tree Learner
European Conference on Machine Learning · 2001
94
cited
Multi-instance tree learning
International Conference on Machine Learning · 2005
93
cited
Machine Learning: ECML 2003
Lecture Notes in Computer Science · 2003
92
cited
Hierarchical multi-classification
Knowledge Discovery and Data Mining · 2002
87
cited
Simultaneous Prediction of Mulriple Chemical Parameters of River Water Quality with TILDE
European Conference on Principles of Data Mining and Knowledge Discovery · 1999
86
cited
Experiment Databases
Inductive Databases and Constraint-Based Data Mining · 2007
84
cited
Sotabase