Neural Networks for Extreme Quantile Regression with an Application to Forecasting of Flood Risk

Olivier C. Pasche, Sebastian Engelke

Risk assessment for extreme events requires accurate estimation of high quantiles that go beyond the range of historical observations. When the risk depends on the values of observ…