Dealing with Unknown Variances in Best-Arm Identification

Marc Jourdan, Rémy Degenne, Emilie Kaufmann

Abstract: The problem of identifying the best arm among a collection of items having Gaussian rewards distribution is well understood when the variances are known. Despite its practical relevance for many ap...