Muyi Chen

Uncertainty estimation for gradient boosting models based on Gaussian graph model and natural gradient

2023

We study the multi-output probability regression prediction and uncertainty quantification problem in multi-output regression prediction with gradient boosting models, and propose an uncertainty estimation method based on Gaussian Graph Model (GMM) constraint and natural gradient. …