Empirical Likelihood for Random Forests and Ensembles

Harold D. Chiang, Yukitoshi Matsushita, Taisuke Otsu

We develop an empirical likelihood (EL) framework for random forests and related ensemble methods, providing a likelihood-based approach to quantify their statistical uncertainty.…