Targeted tuning of random forests for quantile estimation and prediction intervals

Matthew Berkowitz, Rachel MacKay Altman, Thomas M. Loughin

We present a novel tuning procedure for random forests (RFs) that improves the accuracy of estimated quantiles and produces valid, relatively narrow prediction intervals. While RFs…