Sandeep Juneja

Best arm identification in rare events

We consider the Best Arm Identification (BAI) problem in the stochastic multi-armed bandit framework, where each arm has a small probability of realizing large rewards, while with overwhelming probability, the reward is zero. A key application of this framework is in online advertising, where click…