Proportional Response: Contextual Bandits for Simple and Cumulative Regret Minimization

Sanath Kumar Krishnamurthy, Ruohan Zhan, Susan Athey +1

In many applications, e.g. in healthcare and e-commerce, the goal of a contextual bandit may be to learn an optimal treatment assignment policy at the end of the experiment. That i…