Extreme Percentile Regression

In this study we propose a method for fitting extreme percentile regression based on the r extremes corresponding to each value of a scalar covariate. The estimation is performed by maximum penalized likelihood, exploiting results from extreme value theory. Confidence bands for the true conditional percentile are constructed using a bootstrap algorithm.