Modeling Human's Decision Making by the Hybrid of Model-Based and Model-Free Reinforcement Learning Algorithms

Dear Sir, In psychology, decision making is recognized as the result of cognitive and learning processes. This process occurs by choosing a belief or action from a variety of options. The decision-maker learns to find the best method by repeating actions for reaching a goal and producing as much dopamine as possible [1]. In the field of engineering, the decision making process in human is simulated by a model named reinforcement learning.