Multiresolution state-space discretization for Q-Learning with pseudorandomized discretization

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摘要 Amultiresolutionstate-spacediscretizationmethodwithpseudorandomgriddingisdevelopedfortheepisodicunsupervisedlearningmethodofQ-learning.Itisusedasthelearningagentforclosed-loopcontrolofmorphingorhighlyreconfigurablesystems.Thispaperdevelopsamethodwherebyastate-spaceisadaptivelydiscretizedbyprogressivelyfinerpseudorandomgridsaroundtheregionsofinterestwithinthestateorlearningspaceinanefforttobreaktheCurseofDimensionality.Utilityofthemethodi...
机构地区 不详
出版日期 2011年03月13日(中国期刊网平台首次上网日期,不代表论文的发表时间)
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