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《Computer Engineering and Applications》 2001-22
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Research on the Method to Improve Reinforcement Learning Speed

Zhang Rubo(Dept.of Computer Science,Harbin Engineering University,Harbin150001)  
The word,reinforcement learning,comes from behavior psychology.This subject takes learning as trial and er-ror process so as to map world state to the actions.This characteristic of reinforcement learning must increase learning difficulty for intelligent system and learning time also grows up.The reason of lower learning speed for reinforcement learning is due to that explicit supervised signal doesn't exist.Therefore reinforcement learning agent has to take trial and error method when interaction with environment and adjusts its behavior by external critic.The agent must experi-ence a long learning process.Thus how reinforcement learning speed is improved is a crucial problem.In this paper,the methods that improve reinforcement learning speed are discussed in many aspects.
【Fund】: 黑龙江省自然科学基金F9911;; 国防基础计划项目的资助
【CateGory Index】: TP18
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