Xinhao Zhang

Performance E valuation of E xploration S trategies on L earning E fficiency and S tability in Q-Learning

A fundamental problem in reinforcement learning is the trade-off between exploration and exploitation. The quality of the final policy is not the only factor that varies with different exploration strategies, so do learning speed and result stability. Based on Q-learning, this study compares three exploration strategie...