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

Wenguo Wu,Zhengchun Zhou,Avik Ranjan Adhikary,Bapi Dutta

Pattern Recognition Letters（2022）

引用 3|浏览10

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摘要

•Twin support vector machine (TWSVM) classification is applied to the reinforcement learning algorithm.•Advantage Actor-Critic Method is combined with TWSVM.•The result of TWSVM classification is used as the action selected by Actor.•The proposed algorithm performs better than the RL algorithm based on SVM classification.

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关键词

Twin support vector machines,Actor-Critic,Reinforcement learning,Small-scale discrete space environment

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