%0 Journal Article %T Two Classes of Abstract Modes about Markov Decision Processes
马尔可夫决策过程两种抽象模式 %A WANG Zhen-zhen XING Han-cheng ZHANG Zhi-zheng %A NI Qing-jian %A
王蓁蓁 %A 邢汉承 %A 张志政 %A 倪庆剑 %J 计算机科学 %D 2008 %I %X Using Markov decision processes on abstract level,one can compactly and declaratively represent complex Markov decision processes.And one can solve real-world problems that generally have very large state space with regular MDPs.This paper introduces central concepts of two classes of abstract MDPs:structured mode and generalized mode.Then precise or approximate algorithms for looking for optimal policy for abstract MDPs are reviewed,including an algorithm that is totally different from regular Markov decis... %K Situation calculus %K Factored Markov decision processes %K Logical Markov decision processes %K Relational Mar-kov decision processes %K Bellman equations
情景演算 %K 因子化马尔可夫决策过程 %K 逻辑马尔可夫决策过程 %K 关系马尔可夫决策过程 %K Bellman方程 %U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=64A12D73428C8B8DBFB978D04DFEB3C1&aid=4FD8BA930F72AEC38761581BDEC63963&yid=67289AFF6305E306&vid=6209D9E8050195F5&iid=F3090AE9B60B7ED1&sid=B31275AF3241DB2D&eid=F3583C8E78166B9E&journal_id=1002-137X&journal_name=计算机科学&referenced_num=1&reference_num=7