insurance pricing

Neurale netwerken en hun inzet in het actuariaat

Workshop delivered during the Winter School of AG-AI in The Netherlands.

Bias, fairness and discrimination-free insurance pricing

Workshop delivered during the Summer School of AG-AI in The Netherlands.

The added value of dynamically updating motor insurance prices with telematics collected driving behavior data

Keynote delivered during EAA workshop, presenting the Henckaerts & Antonio (2022, IME) paper.

Insurance pricing analytics - an academic perspective

Keynote delivered during FinTech workshop, organized for employees of the FSMA, the Financial Services and Markets Authority in Belgium.

Boosting insights in insurance tariff plans with machine learning methods

Keynote delivered during symposium organized by the University of Illinois at Urbana Champaign

Machine learning for insurance pricing

Insurance pricing with GLMs, GAMs and tree-based machine learning methods, construction of a GLM as a global surrogate for a more complex predictive model, the distRforest and maidrr packages

Telematics insurance

Development of tools to analyze telematics collected data for insurance pricing