Cooperative and Competitive Multi-Agent Systems: From Optimization to Games
文献类型：期刊论文
| 作者 | Jianrui Wang; Yitian Hong; Jiali Wang; Jiapeng Xu; Yang Tang; Qing-Long Han; Jürgen Kurths |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2022 |
| 卷号 | 9期号:5页码:763-783 |
| 关键词 | Cooperative games counterfactual regret min- imization distributed optimization federated optimization fictitious self-play mean field games multi-agent reinforcement learning non-cooperative games |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2022.105506 |
| 英文摘要 | Multi-agent systems can solve scientific issues related to complex systems that are difficult or impossible for a single agent to solve through mutual collaboration and cooperation optimization. In a multi-agent system, agents with a certain degree of autonomy generate complex interactions due to the correlation and coordination, which is manifested as cooperative/competitive behavior. This survey focuses on multi-agent cooperative optimization and cooperative/non-cooperative games. Starting from cooperative optimization, the studies on distributed optimization and federated optimization are summarized. The survey mainly focuses on distributed online optimization and its application in privacy protection, and overviews federated optimization from the perspective of privacy protection me- chanisms. Then, cooperative games and non-cooperative games are introduced to expand the cooperative optimization problems from two aspects of minimizing global costs and minimizing individual costs, respectively. Multi-agent cooperative and non-cooperative behaviors are modeled by games from both static and dynamic aspects, according to whether each player can make decisions based on the information of other players. Finally, future directions for cooperative optimization, cooperative/non-cooperative games, and their applications are discussed. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/47543]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Jianrui Wang,Yitian Hong,Jiali Wang,et al. Cooperative and Competitive Multi-Agent Systems: From Optimization to Games[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(5):763-783. |
| APA | Jianrui Wang.,Yitian Hong.,Jiali Wang.,Jiapeng Xu.,Yang Tang.,...&Jürgen Kurths.(2022).Cooperative and Competitive Multi-Agent Systems: From Optimization to Games.IEEE/CAA Journal of Automatica Sinica,9(5),763-783. |
| MLA | Jianrui Wang,et al."Cooperative and Competitive Multi-Agent Systems: From Optimization to Games".IEEE/CAA Journal of Automatica Sinica 9.5(2022):763-783. |
入库方式： OAI收割
来源：自动化研究所
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