A constrained optimization perspective on actor critic algorithms and application to network routing

Prashanth L. A., H. L. Prasad, Shalabh Bhatnagar +1

We propose a novel actor-critic algorithm with guaranteed convergence to an optimal policy for a discounted reward Markov decision process. The actor incorporates a descent directi…