Gradient Boosted Mixed Models: Flexible Estimation of Mean and Variance Components for Clustered Data

Mitchell L. Prevett, Francis K. C. Hui, Zhi Yang Tho +2

We introduce a novel way to combine gradient boosting with mixed effects models, whereby the mean and variance components are learned jointly as functions of covariates via likelih…