I am a PhD researcher at the Data Analytics cluster of the Faculty of Economics at Ghent University. I am a PhD fellow at the Research Foundation - Flanders (FWO) and I am also affiliated to the CVAMO Flanders Make Lab.
My research focuses on supporting business decision-making with uncertainty estimation in neural networks. As such, uncertainty communicates when a model’s output should (not) be trusted for decision-making. I am interested in various applications such as manufacturing and educational data mining. I work on:
- Classification with rejection: reject predictions when the model is uncertain.
- Active learning: query the most uncertain instances for labeling.