Jonghyun Sim

Dominant Arm Identification with Mixing and Recycling Observed Samples

We study the problem of identifying the dominant arm in multi-armed bandits, where the objective is to find the action with the highest probability of exceeding the realized rewards of all other actions. Conventional mean-based and pairwise comparison-based algorithms often fail to identify the arm with the highest rea...