Merging versus Ensembling in Multi-Study Prediction: Theoretical Insight from Random Effects

Zoe Guan, Giovanni Parmigiani, Prasad Patil

A critical decision point when training predictors using multiple studies is whether studies should be combined or treated separately. We compare two multi-study prediction approac…