Sotabase

Career

· Doctor of Philosophy - PhD Computer Science, KU Leuven2007–2011
· Master's degree Computer Science, KU Leuven2002–2006
· Assistant Professor, KU Leuven
· Associate Professor in AI, KU Leuven
· Professor in Computer Science and AI, KU Leuven
· Assistant Professor, Vrije Universiteit Brussel (VUB)

Publications (261)

Itemset mining: A constraint programming perspective
Artificial Intelligence · 2011
187
cited
Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems
AAAI Conference on Artificial Intelligence · 2019
176
cited
Constraint programming for itemset mining
Knowledge Discovery and Data Mining · 2008
171
cited
Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities
Journal of Artificial Intelligence Research · 2023
137
cited
Interior Point Solving for LP-based prediction+optimisation
Neural Information Processing Systems · 2020
125
cited
k-Pattern Set Mining under Constraints
IEEE Transactions on Knowledge and Data Engineering · 2013
103
cited
Correlated itemset mining in ROC space: a constraint programming approach
Knowledge Discovery and Data Mining · 2009
83
cited
Constraint Programming for Data Mining and Machine Learning
AAAI Conference on Artificial Intelligence · 2010
71
cited
Contrastive Losses and Solution Caching for Predict-and-Optimize
International Joint Conference on Artificial Intelligence · 2020
67
cited
Decision-Focused Learning: Through the Lens of Learning to Rank
International Conference on Machine Learning · 2021
67
cited
Constraint-Based Sequence Mining Using Constraint Programming
Integration of AI and OR Techniques in Constraint Programming · 2015
56
cited
Constrained Clustering Using Column Generation
Integration of AI and OR Techniques in Constraint Programming · 2014
49
cited
Unveiling combinatorial regulation through the combination of ChIP information and in silico cis-regulatory module detection
Nucleic Acids Research · 2012
47
cited
Dominance Programming for Itemset Mining
2013 IEEE 13th International Conference on Data Mining · 2013
45
cited
An Investigation into Prediction + Optimisation for the Knapsack Problem
Integration of AI and OR Techniques in Constraint Programming · 2019
43
cited
Learning to Rank for Uplift Modeling
IEEE Transactions on Knowledge and Data Engineering · 2020
42
cited
MiningZinc: A declarative framework for constraint-based mining
Artificial Intelligence · 2017
41
cited
Increasing modeling language convenience with a universal n-dimensional array, CPpy as python-embedded example
2019
40
cited
Dynamic Programming for Predict+Optimise
AAAI Conference on Artificial Intelligence · 2020
39
cited
Monitoring Urban-Freight Transport Based on GPS Trajectories of Heavy-Goods Vehicles
IEEE transactions on intelligent transportation systems (Print) · 2019
39
cited
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