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stat.ML2024
Distributional Refinement Network: Distributional Forecasting via Deep Learning
Benjamin Avanzi, Eric Dong, Patrick J. Laub +1
A key task in actuarial modelling involves modelling the distributional properties of losses. Classic (distributional) regression approaches like Generalized Linear Models (GLMs; N…
stat.ML2023★ 19 cited
Machine Learning with High-Cardinality Categorical Features in Actuarial Applications
Benjamin Avanzi, Greg Taylor, Melantha Wang +1
High-cardinality categorical features are pervasive in actuarial data (e.g. occupation in commercial property insurance). Standard categorical encoding methods like one-hot encodin…