Before revision:   In addition to a survey, we categorize existent RL approaches based on the  design of the reward mechanisms.
After revision:  We present a thorough analysis of reinforcement learning approaches in social robotics. In addition to a survey, we categorize existent RL approaches based on the design of the reward mechanisms.