Exploring efficient communication in interactive dynamic influence diagrams | |
Wu, He ; Luo, Jian ; Tian, Le ; Luo J(罗键) | |
2013 | |
关键词 | Multi agent systems |
英文摘要 | Conference Name:2013 Chinese Intelligent Automation Conference, CIAC 2013. Conference Address: Yangzhou, Jiangsu, China. Time:August 23, 2013 - August 25, 2013.; Intelligent Automation Committee,; Chinese Association of Automation; Interactive Dynamic Influence Diagrams (I-DIDs) provide an efficient method for representing multiagent sequential decision problem. By extending I-DIDs with communication, agents are able to exchange their information to learn more about the world. Note that communication is not free, agents should decide whether to communicate or not. This computational process is very time consuming, so it won't work well in a large problem. In this paper, we first study communication based on the framework of I-DIDs, then discuss when agents suppose to communicate considering the cost and the limit resource. Experiments show that our communication algorithm works efficiently in tiger problem. We conclude that communication not only can improve the total rewards, but picking the right time to communicate is also beneficial to agents. ? 2013 Springer-Verlag. |
语种 | 英语 |
出处 | http://dx.doi.org/10.1007/978-3-642-38466-0_35 |
出版者 | Springer Verlag |
内容类型 | 其他 |
源URL | [http://dspace.xmu.edu.cn/handle/2288/86653] |
专题 | 信息技术-会议论文 |
推荐引用方式 GB/T 7714 | Wu, He,Luo, Jian,Tian, Le,et al. Exploring efficient communication in interactive dynamic influence diagrams. 2013-01-01. |
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