Out-of-Distribution generalization of quantile regression with heavy tailed inputs: an SVM approach

Baptiste Leroux, Clément Dombry, Anne Sabourin

We study quantile regression in an extrapolation regime where the covariate takes unusually large values. Under regular variation assumptions, extreme observations can be effective…