Optimal Multitask Linear Regression and Contextual Bandits under Sparse Heterogeneity

Xinmeng Huang, Kan Xu, Donghwan Lee +3

Large and complex datasets are often collected from several, possibly heterogeneous sources. Multitask learning methods improve efficiency by leveraging commonalities across datase…