Olivier Lopez
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2026
Gradient boosting for extremes: sampling theory and application to insurance
This paper develops statistical learning theory for gradient boosting in Peaks-over-Threshold modeling using Generalized Pareto distributions, deriving error bounds and reducing gradient correlation.
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