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Personalized Federated Learning With Adaptive Batchnorm for Healthcare 期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2024, 卷号: 10, 期号: 6, 页码: 915-925
作者:  Lu, Wang;  Wang, Jindong;  Chen, Yiqiang;  Qin, Xin;  Xu, Renjun;  Dimitriadis, Dimitrios;  Qin, Tao
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Medical services  Collaborative work  Data models  Adaptation models  Computational modeling  Machine learning  Data privacy  Distributed computing  federated learning  personalization  batch normalization  healthcare  
An Accurate and Efficient Large-Scale Regression Method Through Best Friend Clustering 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 11, 页码: 3129-3140
作者:  Li, Kun;  Yuan, Liang;  Zhang, Yunquan;  Chen, Gongwei
收藏  |  浏览/下载:40/0  |  提交时间:2022/12/07
Clustering algorithms  Training  Mathematical models  Computational modeling  Libraries  Kernel  Support vector machines  Distributed machine learning  scalable algorithm  large-scale clustering  parallel regression  
Distributed machine learning load balancing strategy in cloud computing services 期刊论文
WIRELESS NETWORKS, 2020, 卷号: 26, 期号: 8, 页码: 5517-5533
作者:  Li, Mingwei;  Zhang, Jilin;  Wan, Jian;  Ren, Yongjian;  Zhou, Li;  Wu, Baofu;  Yang, Rui;  Wang, Jue
收藏  |  浏览/下载:294/0  |  提交时间:2020/12/10
Mobile service computing  Cloud service  Distributed machine learning  Load balancing  Adaptive fast reassignment  
2D-HRA: Two-Dimensional Hierarchical Ring-Based All-Reduce Algorithm in Large-Scale Distributed Machine Learning 期刊论文
IEEE ACCESS, 2020, 卷号: 8, 页码: 183488-183494
作者:  Jiang, Youhe;  Gu, Huaxi;  Lu, Yunfeng;  Yu, Xiaoshan
收藏  |  浏览/下载:36/0  |  提交时间:2021/12/01
Distributed machine learning  large-scale cluster  topology  communication overhead  all-reduce  
Model Aggregation Method for Data Parallelism in Distributed Real-Time Machine Learning of Smart Sensing Equipment 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 172065-172073
作者:  Fan, Yuchen;  Zhang, Jilin;  Zhao, Nailiang;  Ren, Yongjian;  Wan, Jian;  Zhou, Li;  Shen, Zhongyu;  Wang, Jue;  Zhang, Juncong;  Wei, Zhenguo
收藏  |  浏览/下载:50/0  |  提交时间:2020/12/10
Distributed machine learning  stochastic gradient descent  model aggregation method  smart sensing equipment  
Scheduling-Efficient Framework for Neural Network on Heterogeneous Distributed Systems and Mobile Edge Computing Systems 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 171853-171863
作者:  Zhou, Xiang;  Zhang, Jilin;  Wan, Jian;  Zhou, Li;  Wei, Zhenguo;  Zhang, Juncong
收藏  |  浏览/下载:46/0  |  提交时间:2020/12/10
Heterogeneous distributed system  mobile edge computing system  adaptive scheduling  large-scale machine learning  
Parameter Communication Consistency Model for Large-Scale Security Monitoring Based on Mobile Computing 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 171884-171897
作者:  Yang, Rui;  Zhang, Jilin;  Wan, Jian;  Zhou, Li;  Shen, Jing;  Zhang, Yunchen;  Wei, Zhenguo;  Zhang, Juncong;  Wang, Jue
收藏  |  浏览/下载:48/0  |  提交时间:2020/12/10
Mobile computing  security monitoring  distributed machine learning  limited synchronous parallel model  parameter server