 The problems of interest in reinforcement learning have also been studied in the theory of optimal control, which is concerned mostly with the existence and characterization of optimal solutions, and algorithms for their exact computation, and less with learning or approximation, particularly in the absence of a mathematical model of the environment.In economics and game theory, reinforcement learning may be used to explain how equilibrium may arise under bounded rationality.Basic reinforcement is modeled as a Markov decision process