Melkior Ornik

Learning and Planning for Time-Varying MDPs Using Maximum Likelihood\n Estimation

2019 · arXiv (Cornell University)

This paper proposes a formal approach to online learning and planning for\nagents operating in a priori unknown, time-varying environments. The proposed\nmethod computes the maximally likely model of the environment, given the\nobservations about the environment made …