Regret minimization in Linear Bandits with offline data via extended D-optimal exploration

Sushant Vijayan, Arun Suggala, Karthikeyan Shanmugam +1

We consider the problem of online regret minimization in linear bandits with access to prior observations (offline data) from the underlying bandit model. There are numerous applic…