Freek Holvoet

A multi-view contrastive learning framework for spatial embeddings in risk modelling

The embeddings consistently improve predictive accuracy across generalised linear, additive, and boosting models, while providing post-hoc explainable spatial effects and demonstrating generalisation of the fitted spatial effects to regions without training observations.