Publication - Communication in Multi-agent Markov Decision Processes
| Authors: | Xuan, Ping, Lesser, Victor, and Zilberstein, Shlomo | ||||
| Title: | Communication in Multi-agent Markov Decision Processes | ||||
| Abstract: | In this paper, we formulate agent’s decision process under the framework of Markov decision processes, and in particular, the multi-agent extension to Markov decision process that includes agent communication decisions. We model communication as the way for each agent to obtain local state information in other agents, by paying a certain communication cost. Thus, agents have to decide not only which local action to perform, but also whether it is worthwhile to perform a communication action before deciding the local action. We believe that this would provide a foundation for formal study of coordination activities and may lead to some insights to the design of agent coordination policies, and heuristic approaches in particular. An example problem is studied under this framework and its implications to coordination are discussed. | ||||
| Keywords: | Distributed MDP, Multi-Agent Systems | ||||
| Publication: | University of Massachusetts Computer Science Technical Report 2000-01 | ||||
| Date: | 2000 | ||||
| Sources: |
PDF: /Documents/xuan00communication.pdf |
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| Reference: | Xuan, Ping, Lesser, Victor, and Zilberstein, Shlomo. Communication in Multi-agent Markov Decision Processes. University of Massachusetts Computer Science Technical Report 2000-01. 2000. | ||||
| bibtex: | @article{Xuan-187,
author = "Ping Xuan and Victor Lesser and Shlomo Zilberstein",
title = "{Communication in Multi-agent Markov Decision
Processes}",
journal = "University of Massachusetts Computer Science
Technical Report 2000-01",
year = "2000",
url = "http://mas.cs.umass.edu/paper/187",
}
|
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