Exploration vs Exploitation vs Safety: Risk-averse Multi-Armed Bandits

Nicolas Galichet, Michèle Sebag, Olivier Teytaud

Motivated by applications in energy management, this paper presents the Multi-Armed Risk-Aware Bandit (MARAB) algorithm. With the goal of limiting the exploration of risky arms, MA…