Pooling Versus Ensembling for Ridge Regression Under Covariate Shift

Maya Ramchandran, Rajarshi Mukherjee

Datasets in many settings naturally partition into clusters arising from sub-populations, batch effects, or aggregation across multiple sources. A common response to such heterogen…