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	A communication model for interactive POMDPs
	Zhou, Ling ; Luo, Jian ; Luo J(罗键)
	2012
关键词	Computer science Education computing Engineering education Graphic methods Information theory Multi agent systems
英文摘要	Conference Name:2012 7th International Conference on Computer Science and Education, ICCSE 2012. Conference Address: Melbourne, VIC, Australia. Time:July 14, 2012 - July 17, 2012.; University of Melbourne; Communication is one of the central activities in multiagent systems. It enables the information sharing among agents and improves the qualities of agents' policies. In this paper, we introduce a communication decision problem to the interactive partially observable Markov decision processes (I-POMDPs), which provide a framework for sequential decision-making in multi-agent settings. In our framework, agents can communicate to obtain others' observations and treat the received observations as their own. We extend the traditional observation function in I-POMDPs and show the belief update processes. We also develop a new graphical model for our framework by integrating communicative acts into I-DIDs, which are the graphical representations of I-POMDPs. We illustrate our framework using a simple application domain and show examples of belief updates and solutions. 漏 2012 IEEE.
语种	英语
出处	http://dx.doi.org/10.1109/ICCSE.2012.6295051
出版者	IEEE Computer Society
内容类型	其他
源URL	[http://dspace.xmu.edu.cn/handle/2288/86741]
专题	信息技术－会议论文
推荐引用方式 GB/T 7714	Zhou, Ling,Luo, Jian,Luo J. A communication model for interactive POMDPs. 2012-01-01.

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