Research Themes

Click on the themes for more information

Core interests and values: the ‘PIISTIS’ acronym

What I am standing for as an academic.

Technologies for Horizon Expansion

How to entrust a system with surfacing information that we would not discover by ourselves?

Validation & Validity in Data Science

To what extent can we trust our automated data processing pipelines?

Selected projects

What do we currently borrow in our local public libraries? Is that all there is?

Trustworthy AI in the FinTech sector. Project about to start within the AI4Fintech ICAI lab, in collaboration with the ING bank.

Towards Richer Online Music Public-domain Archives
Project Website Twitter Introductory Video

Big Data in Psychological Assessment
Project Website Materials on the Open Science Framework

Selected Publications

Currently including my most recent publications. More publications will be added over time!

Proceedings ISMIR 2020
When run ‘in the wild’ by the community, high-level music descriptors may not perform the way they did in the lab.
PDF Code Project Poster Video

ICSEW'20: Proceedings of the IEEE/ACM 42nd International Conference on Software Engineering Workshops
To what extent can we trust ‘ground truth’ in supervised machine learning to be a reliable oracle?
PDF Video ACM Digital Library

Explainable and Interpretable Models in Computer Vision and Machine Learning
Interdisciplinary Perspectives on Algorithmic Job Candidate Screening
DOI PDF