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作者:

Ruan, Xiaogang (Ruan, Xiaogang.) | Cai, Jianxian (Cai, Jianxian.)

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摘要:

This paper constructs a learning probabilistic automata (PA) model with response of operant conditioning (OC) behavior, which used for simulating skinner-pigeon experiment. The PA model with OC is a form of animal learning in that it allows an agent to adapt its actions to gain maximally from the environment while only being rewarded for correct performance. The learning mechanism achieved by design probability of action selection, which is updated by the information of reward and punishment form the environment, and then the agent select an action random according to the probability of action selection. We apply our model to skinner-pigeon experiment, the peck button task. The pigeon learn this task in stages. In simulation, our model also acquires the task in a similar manner.

关键词:

operant conditioning probabilistic automata probability of action selection reward and punishment skinner-pigeon experiment

作者机构:

  • [ 1 ] [Ruan, Xiaogang]Beijing Univ Technol, Inst Artificial Intelligence & Robot, Beijing, Peoples R China
  • [ 2 ] [Cai, Jianxian]Beijing Univ Technol, Inst Artificial Intelligence & Robot, Beijing, Peoples R China

通讯作者信息:

  • [Ruan, Xiaogang]Beijing Univ Technol, Inst Artificial Intelligence & Robot, Beijing, Peoples R China

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来源 :

PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL III

年份: 2009

页码: 578-581

语种: 英文

被引次数:

WoS核心集被引频次: 2

SCOPUS被引频次: 5

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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