Decentralized Federated Learning in Partially Connected Networks with Non-IID Data

被引:0
|
作者
Cai, Xiaojun [1 ]
Yu, Nanxiang [1 ]
Zhao, Mengying [1 ]
Cao, Mei [1 ]
Zhang, Tingting [1 ]
Lu, Jianbo [1 ]
机构
[1] School Of Computer Science And Technology, Shandong University, China
关键词
Compilation and indexing terms; Copyright 2025 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Learning systems - Privacy-preserving techniques
引用
收藏
相关论文
共 50 条
  • [41] Is Non-IID Data a Threat in Federated Online Learning to Rank?
    Wang, Shuyi
    Zuccon, Guido
    PROCEEDINGS OF THE 45TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '22), 2022, : 2801 - 2813
  • [42] Heterogeneous Federated Learning for Non-IID Smartwatch Data Classification
    Syu, Jia-Hao
    Lin, Jerry Chun-Wei
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (18): : 29811 - 29818
  • [43] FedAP: Adaptive Personalization in Federated Learning for Non-IID Data
    Yeganeh, Yousef
    Farshad, Azade
    Boschmann, Johann
    Gaus, Richard
    Frantzen, Maximilian
    Navab, Nassir
    DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, AND AFFORDABLE AI AND HEALTHCARE FOR RESOURCE DIVERSE GLOBAL HEALTH, DECAF 2022, FAIR 2022, 2022, 13573 : 17 - 27
  • [44] A Comprehensive Study on Personalized Federated Learning with Non-IID Data
    Yu, Menghang
    Zheng, Zhenzhe
    Li, Qinya
    Wu, Fan
    Zheng, Jiaqi
    2022 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING, ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM, 2022, : 40 - 49
  • [45] Hierarchical Federated Learning with Adaptive Clustering on Non-IID Data
    Tian, Yuqing
    Zhang, Zhaoyang
    Yang, Zhaohui
    Jin, Richeng
    2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022), 2022, : 627 - 632
  • [46] Privacy-Enhanced Federated Learning for Non-IID Data
    Tan, Qingjie
    Wu, Shuhui
    Tao, Yuanhong
    MATHEMATICS, 2023, 11 (19)
  • [47] Adaptive Federated Learning on Non-IID Data With Resource Constraint
    Zhang, Jie
    Guo, Song
    Qu, Zhihao
    Zeng, Deze
    Zhan, Yufeng
    Liu, Qifeng
    Akerkar, Rajendra
    IEEE TRANSACTIONS ON COMPUTERS, 2022, 71 (07) : 1655 - 1667
  • [48] A Study of Enhancing Federated Learning on Non-IID Data with Server Learning
    Mai V.S.
    La R.J.
    Zhang T.
    IEEE Transactions on Artificial Intelligence, 2024, 5 (11): : 1 - 15
  • [49] Federated Learning on Non-IID Data Silos: An Experimental Study
    Li, Qinbin
    Diao, Yiqun
    Chen, Quan
    He, Bing Sheng
    2022 IEEE 38TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2022), 2022, : 965 - 978
  • [50] FedRL: Federated Learning with Non-IID Data via Review Learning
    Wang, Jinbo
    Wang, Ruijin
    Pei, Xikai
    2024 16TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND COMPUTING, ICMLC 2024, 2024, : 115 - 120