• Robot Behavioral Selection Using Q-learning 

      Martinson, Eric; Stoytchev, Alexander; Arkin, Ronald C. (Georgia Institute of Technology, 2001)
      Q-learning has often been used to learn primitive behaviors, or to coordinate a limited set of motor skills. However, the complexity of the algorithm increases exponentially with the number of states the robot can be in ...