Towards Costless Model Selection in Contextual Bandits: A Bias-Variance Perspective

Sanath Kumar Krishnamurthy, Adrienne Margaret Propp, Susan Athey

Model selection in supervised learning provides costless guarantees as if the model that best balances bias and variance was known a priori. We study the feasibility of similar gua…