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Multi-agent learning for engineers

delete2007-05-01
delete39
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OA
AI
S
Shie Mannor
J
Jeff S. Shamma *
DOI:10.1016/j.artint.2007.01.003delete
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Abstract

Abstract

En 中文
As suggested by the title of Shoham, Powers, and Grenager's position paper [Y Shoham, R. Powers, T. Grenager, If multi-agent learning is the answer, what is the question? Artificial Intelligence 171 (7) (2007) 365-377, this issue], the ultimate lens through which the multi-agent teaming framework should be assessed is what is the question?. In this paper, we address this question by presenting challenges motivated by engineering applications and discussing the potential appeal of multi-agent learning to meet these challenges. Moreover, we highlight various differences in the underlying assumptions and issues of concern that generally distinguish engineering applications from models that are typically considered in the economic game theory literature. (c) 2007 Elsevier B.V. All rights reserved.
Keywords:
multi-agent systems
cooperative control
distributed control
learning in games
Nash equilibrium
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Artificial Intelligence Review cover
Artificial Intelligence Review
IF:
13.9
Papers:
6.1K
Citations:
1.9W

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