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Approximate solution of Interactive dynamic influence diagram
Luo, Jian ; Tian, Le ; Luo J(罗键)
2011
关键词Algorithms Crystal symmetry Decision making Expert systems Multi agent systems
英文摘要Conference Name:16th Annual Conference on Technologies and Applications of Artificial Intelligence, TAAI 2011. Conference Address: Chung-Li, Taiwan. Time:November 11, 2011 - November 13, 2011.; Taiwanese Association for AI; Japanese Society for Artificial Intelligence (JSAI); National Science Council; MEET TAIWAN; Research Center for Information Technology Innovation; Interactive dynamic influence diagrams (I-DIDs) are graphical models of sequential decision-making in uncertain multi-agent setting. Algorithms for solving I-DIDs face the challenge of an exponentially growing space of candidate models over time. In this paper, we discuss a class of candidate models that are automorphism POMDPs and present a method of solving candidate models of I-DIDs. We do this by removing the models which has permutable belief and selecting a representative set of candidate models. Next, we permute the solution of representative model to represent the solution of removed model. Further, we give approximate algorithms and discuss the error bound of the approximately technique and demonstrate its empirical performance. ? 2011 IEEE.
语种英语
出处http://dx.doi.org/10.1109/TAAI.2011.45
出版者IEEE Computer Society
内容类型其他
源URL[http://dspace.xmu.edu.cn/handle/2288/87062]  
专题信息技术-会议论文
推荐引用方式
GB/T 7714
Luo, Jian,Tian, Le,Luo J. Approximate solution of Interactive dynamic influence diagram. 2011-01-01.
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