PAC Identification of a Bandit Arm Relative to a Reward Quantile

Arghya Roy Chaudhuri, Shivaram Kalyanakrishnan

Abstract: We propose a PAC formulation for identifying an arm in an n-armed bandit whose mean is within a fixed tolerance of the m-th highest mean. This setup generalises a previous formulation with m