An Adaptive Federated Control Strategy for Participant Selection in Multi-Client Collaboration | |
Chen, Yizhu4,5; Du, Xiaoming3; Wang, Xiao2,5; Zhang, Jun1; Wang, Fei-Yue5 | |
2021-07 | |
会议日期 | 2021-7-15 |
会议地点 | 中国北京 |
关键词 | federated control Non-IID participant selection Mann-Kendall test |
DOI | 10.1109/DTPI52967.2021.9540128 |
页码 | 131-134 |
英文摘要 | The federated ecology provides a new paradigm for breaking the isolated data island problem and fully activating the potential of big data and artificial intelligence, especially in multi-client collaboration tasks. Participant selection strategy in multi-client collaboration is the main limitation for increasing the convergence speed and lowing the communication costs. However, in the face of the unbalanced and non-IID data distributions, the performance of federated optimization algorithms will also decrease. To solve the above problems, we propose an adaptive federated control strategy for participant selection in multiclient collaboration based on the Mann-Kendall test, named FedMK. By adaptively selecting weak participants for training rather than random selection, FedMK can speed up model convergence and reduce communication costs. Experiment results show that our method outperforms the baseline method in nonIID scenarios, and the number of communication rounds on CIFAR-10 and synthetic datasets reduced by more than 15% and 10%, respectively. |
语种 | 英语 |
内容类型 | 会议论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/48885] |
专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
作者单位 | 1.School of Electrical Engineering and Automation Wuhan University 2.Qingdao Academy of Intelligent Industries 3.School of Economics and Management University of Chinese Academy of Sciences 4.School of Artificial Intelligence University of Chinese Academy of Sciences 5.State Key Laboratory of Management and Control for Complex Systems Institute of Automation, Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Chen, Yizhu,Du, Xiaoming,Wang, Xiao,et al. An Adaptive Federated Control Strategy for Participant Selection in Multi-Client Collaboration[C]. 见:. 中国北京. 2021-7-15. |
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