Vrije Universiteit Brussel
Artificial Intelligence Lab
Building G, 10th floor
I graduated from the University of Ghent in 1987, where I studied mathematics with optional courses in computer science. Then I became a research assistant at the University of Brussels where I finished my PhD in 1994 in collaboration with Queen Mary and Westfield College, University of London. The subject of my PhD is located in the intersection of Computer Science ( A.I.), Control Theory (Fuzzy Control) and Mathematics (Numerical Analysis, Stochastic Approximation). After a period of 3 years as senior research assistant at the VUB, I became a Postdoctoral Fellow of the Fund for Scientific Research-Flanders (F.W.O.). Nowadays, I'm a professor both in the Computer Science Department of the faculty of Sciences as in the Computer Science group of the Engineering Faculty
Ensemble of trees for classifying high-dimensional imbalanced genomic data. In , IEEE SAI Intelligent Systems Conference (IntelliSys 2016). presented at the 09/2016, London, UK.. (2016).
An ensemble clustering for mining high-dimensional biological big data. ( )International Journal of Design & Nature and Ecodynamics.. (2016).
An ensemble clustering for mining high-dimensional biological big data. In , International Conference on Big Data. presented at the 05/2016, Alicante, Spain.. (2016).
Multi-Scale Reward Shaping via an Off-Policy Ensemble. In International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS-15). To appear.. (2015).
Expressing Arbitrary Reward Functions as Potential-Based Advice. In Twenty-Ninth AAAI Conference on Artificial Intelligence (AAAI-15).. (2015).
Shaping Mario with Human Advice (Demonstration). In International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS-15). To appear.. (2015).
CliniPhenome: Clinical and Phenotypic Annotation Database. 2nd International Conference on Health Informatics and Technology. presented at the 07/2015, Valencia, Spain: J Health Med Informat. doi:10.4172/2157-7420.S1.006. (2015).
GEVACT : GENOMIC VARIANT CLASSIFIER TOOL. In 10th Benelux Bioinformatics Conference. presented at the 07/2015. doi:10.13140/RG.2.1.5020.0406. (2015).
Off-Policy Shaping Ensembles in Reinforcement Learning. In European Conference on Artificial Intelligence (ECAI). IOS Press.. (2014).
Benchmarking pre-processing and batch effect removal methods for Insilico DB: Genomics Big Data Infrastructure. 9th Benelux Bioinformatics Conference. presented at the 12/2014, Luxembourg.. (2014).
Context sensitive reward shaping for sparse interaction multi-agent systems. Accepted for publication in the Knowledge Engineering Review.. (2013).
Designing multi-objective multi-armed bandits algorithms: a study. International Joint Conference on Neural Networks (IJCNN'13).. (2013).
- Peter McBurney inaugural speech (Vloebergh chair) (27 Jan 2016)
- Artikel: Kunnen robots een bewustzijn krijgen? (15 Jan 2016)
- Best Paper Award at ALA 2015 (8 Jun 2015)
- Best Demo Award @ AAMAS 2015 (11 May 2015)
- Emerging techniques and applications in Multi-objective Reinforcement Learning (ESANN2015) (13 Sep 2014)