Concepedia

Client Selection

Client Selection is a strategic process in federated learning that determines which participating devices or data providers are chosen for model training in each communication round, distinguishing it from other resource allocation mechanisms by its focus on optimizing performance, fairness, and efficiency under constraints such as heterogeneity, availability, and communication costs.

188

Publications

11K

Citations

602

Authors

252

Institutions

Publications per year

2017–2026

139

Parents

Publications

188

Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge

2019 · 1.4K citations · Full text

, , +17

Client Selection and Bandwidth Allocation in Wireless Federated Learning Networks: A Long-Term Perspective

Jie Xu, Heqiang Wang · IEEE Transactions on Wireless Communications · 2020 · 450 citations

, , +13

SAFA: A Semi-Asynchronous Protocol for Fast Federated Learning With Low Overhead

IEEE Transactions on Computers · 2020 · 332 citations · Full text

, , +12

FedMCCS: Multicriteria Client Selection Model for Optimal IoT Federated Learning

Sawsan AbdulRahman, Hanine Tout, Azzam Mourad et al. · IEEE Internet of Things Journal · 2020 · 304 citations

, , +10

Client Selection in Federated Learning: Principles, Challenges, and Opportunities

Lei Fu, Huanle Zhang, Ge Gao et al. · IEEE Internet of Things Journal · 2023 · 263 citations

, , +16

1–5 of 188

Authors

602

  1. HQ
    Hua Qian

    Chinese Academy of Sciences, China

    5 publications · 296 citations

    5

    h-index

  2. WL
    Weiwei Lin

    South China University of Technology, China

    5 publications · 346 citations

    5

    h-index

  3. HZ
    Hongbin Zhu

    ShanghaiTech University, China

    5 publications · 296 citations

    5

    h-index

  4. MG
    Mohsen Guizani

    Qatar University, Qatar

    5 publications · 178 citations

    5

    h-index

  5. AM
    Azzam Mourad

    Lebanese American University, Lebanon

    4 publications · 392 citations

    4

    h-index

1–5 of 602

Institutions

252

  1. South China University of Technology

    Guangzhou, China

    9 h-index

    23 publications

    2.3K citations

  2. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    23 publications

    1.2K citations

  3. Shanghai Jiao Tong University

    Shanghai, China

    7 h-index

    15 publications

    599 citations

  4. Peng Cheng Laboratory

    Shenzhen, China

    7 h-index

    9 publications

    457 citations

  5. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    11 publications

    566 citations

  6. ShanghaiTech University

    Shanghai, China

    5 h-index

    20 publications

    1.2K citations

  7. Shanghai Advanced Research Institute

    Pudong, China

    5 h-index

    10 publications

    540 citations

  8. Tsinghua University

    Beijing, China

    5 h-index

    18 publications

    1.5K citations

1–8 of 252

Venues

  1. IEEE Internet of Things Journal

    18 publications · 1.3K citations

    18

    h-index

  2. arXiv (Cornell University)

    Repository · 12 publications · 491 citations

    12

    h-index

  3. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 7 publications · 820 citations

    7

    h-index

  4. IEEE Transactions on Wireless Communications

    5 publications · 637 citations

    4

    h-index

  5. IEEE Access

    4 publications · 327 citations

    4

    h-index

1–5