Title | ||
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When Information Freshness Meets Service Latency in Federated Learning: A Task-Aware Incentive Scheme for Smart Industries |
Abstract | ||
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For several industrial applications, a sole data owner may lack sufficient training samples to train effective machine learning based models. As such, we propose a federated learning (FL) based approach to promote privacy-preserving collaborative machine learning for applications in smart industries. In our system model, a model owner initiates an FL task involving a group of workers, i.e., data o... |
Year | DOI | Venue |
---|---|---|
2022 | 10.1109/TII.2020.3046028 | IEEE Transactions on Industrial Informatics |
Keywords | DocType | Volume |
Data models,Training,Task analysis,Contracts,Agriculture,Data collection,Computational modeling | Journal | 18 |
Issue | ISSN | Citations |
1 | 1551-3203 | 9 |
PageRank | References | Authors |
0.44 | 12 | 7 |
Name | Order | Citations | PageRank |
---|---|---|---|
Wei Yang Lim | 1 | 193 | 13.37 |
Zehui Xiong | 2 | 586 | 54.94 |
Jiawen Kang | 3 | 543 | 31.46 |
Niyato Dusit | 4 | 9486 | 547.06 |
Cyril Leung | 5 | 899 | 62.23 |
Chunyan Miao | 6 | 2307 | 195.72 |
Xuemin Shen | 7 | 15389 | 928.67 |