Discrete space reinforcement learning algorithm based on support vector machine classification.

•SVM classification is applied to the reinforcement learning algorithm.•Advantage Actor-Critic Method is combined with SVM.•The result of SVM classification is used as the action selected by Actor.•SVM optimization uses the advantage value to speed up the convergence rate.