Neural networks for insurance pricing with frequency and severity data: a benchmark study from data preprocessing to technical tariff

Freek Holvoet, Katrien Antonio, Roel Henckaerts

Insurers usually turn to generalized linear models for modeling claim frequency and severity data. Due to their success in other fields, machine learning techniques are gaining pop…