Isaac John Sledge

Analysis of Agent Expertise in <i>Ms. Pac-Man</i> Using Value-of-Information-Based Policies

2018 · IEEE Transactions on Games

Conventional reinforcement-learning methods for Markov decision processes rely on weakly guided, stochastic searches to drive the learning process. It can therefore be difficult to predict what agent behaviors might emerge. In this paper, we consider …