Expert Q-learning: Deep Reinforcement Learning with Coarse State Values from Offline Expert Examples
Expert Q-learning: Deep Reinforcement Learning with Coarse State Values from Offline Expert Examples
In this article, we propose a novel algorithm for deep reinforcement learning named Expert Q-learning. Expert Q-learning is inspired by Dueling Q-learning and aims to incorporate semi-supervised learning into reinforcement learning through splitting Q-values into state values and action advantages. We require that an offline expert assesses the value of …