2022
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees
NeurIPS 2022accept
Gradient-boosted regression trees (GBRTs) are hugely popular for solving tabular regression problems, but provide no estimate of uncertainty. We propose Instance-Based Uncertainty estimation for Gradient-boosted regression trees (IBUG), a simple method for extending any GBRT point predictor to produ…