Non-IID Federated Learning

被引:2
|
作者
Cao, Longbing [1 ]
机构
[1] Univ Technol Sydney, Sydney, NSW 2007, Australia
关键词
D O I
10.1109/MIS.2022.3167955
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This issue features the technical theme on "Non-IID Federated Learning," an important topic in addressing non-IIDness (independent and identically distributed) and other progress in distributed and federated learning.
引用
收藏
页码:14 / 15
页数:2
相关论文
共 50 条
  • [1] Federated learning on non-IID data: A survey
    Zhu, Hangyu
    Xu, Jinjin
    Liu, Shiqing
    Jin, Yaochu
    NEUROCOMPUTING, 2021, 465 : 371 - 390
  • [2] Federated Learning With Taskonomy for Non-IID Data
    Jamali-Rad, Hadi
    Abdizadeh, Mohammad
    Singh, Anuj
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (11) : 8719 - 8730
  • [3] Adaptive Federated Learning With Non-IID Data
    Zeng, Yan
    Mu, Yuankai
    Yuan, Junfeng
    Teng, Siyuan
    Zhang, Jilin
    Wan, Jian
    Ren, Yongjian
    Zhang, Yunquan
    COMPUTER JOURNAL, 2023, 66 (11): : 2758 - 2772
  • [4] Gradient Calibration for Non-IID Federated Learning
    Li, Jiachen
    Zhang, Yuchao
    Li, Yiping
    Gong, Xiangyang
    Wang, Wendong
    PROCEEDINGS OF THE 2023 THE 2ND ACM WORKSHOP ON DATA PRIVACY AND FEDERATED LEARNING TECHNOLOGIES FOR MOBILE EDGE NETWORK, FEDEDGE 2023, 2023, : 119 - 124
  • [5] Federated Learning With Non-IID Data: A Survey
    Lu, Zili
    Pan, Heng
    Dai, Yueyue
    Si, Xueming
    Zhang, Yan
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (11): : 19188 - 19209
  • [6] A Survey of Federated Learning on Non-IID Data
    HAN Xuming
    GAO Minghan
    WANG Limin
    HE Zaobo
    WANG Yanze
    ZTE Communications, 2022, 20 (03) : 17 - 26
  • [7] Federated Learning Framework for IID and Non-IID datasets of Medical Images
    Srinivasasn, Kavitha
    Prasanna, Sainath
    Midha, Rohit
    Mohan, Shraddhaa
    EMITTER-INTERNATIONAL JOURNAL OF ENGINEERING TECHNOLOGY, 2023, 11 (01) : 1 - 20
  • [8] Differentially private federated learning with non-IID data
    Cheng, Shuyan
    Li, Peng
    Wang, Ruchuan
    Xu, He
    COMPUTING, 2024, 106 (07) : 2459 - 2488
  • [9] A Novel Approach for Federated Learning with Non-IID Data
    Nguyen, Hiep
    Warrier, Harikrishna
    Gupta, Yogesh
    2022 9TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING & MACHINE INTELLIGENCE, ISCMI, 2022, : 62 - 67
  • [10] Fast converging Federated Learning with Non-IID Data
    Naas, Si -Ahmed
    Sigg, Stephan
    2023 IEEE 97TH VEHICULAR TECHNOLOGY CONFERENCE, VTC2023-SPRING, 2023,