Concepedia

Federated Transfer Learning

Federated Transfer Learning is a machine learning framework that enables knowledge transfer across heterogeneous data distributions in decentralized client settings by preserving data locality, thereby combining the principles of federated learning and transfer learning to improve model generalization with limited labeled data.

131

Publications

16.4K

Citations

567

Authors

252

Institutions

Publications per year

2017–2026

131

Variants

Ftl

Parents

Publications

131

Federated Machine Learning

Qiang Yang, Yang Liu, Tianjian Chen et al. · ACM Transactions on Intelligent Systems and Technology · 2019 · 5.9K citations

, , +12

FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare

Yiqiang Chen, Xin Qin, Jindong Wang et al. · IEEE Intelligent Systems · 2020 · 976 citations

, , +12

Federated learning on non-IID data: A survey

Hangyu Zhu, Jinjin Xu, Shiqing Liu et al. · Neurocomputing · 2021 · 964 citations

, , +11

A Secure Federated Transfer Learning Framework

Yang Liu, Yan Kang, Chaoping Xing et al. · IEEE Intelligent Systems · 2020 · 612 citations · Full text

, , +17

Federated Machine Learning: Concept and Applications

Qiang Yang, Yang Liu, Tianjian Chen et al. · arXiv (Cornell University) · 2019 · 609 citations · Full text

, , +13

1–5 of 131

Authors

567

  1. QY
    Qiang Yang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    7 publications · 7.3K citations

    7

    h-index

  2. TC
    Tianjian Chen

    Hong Kong University of Science and Technology, Hong Kong SAR China

    4 publications · 7.1K citations

    4

    h-index

  3. XL
    Xiang Li

    Xi'an Jiaotong University, China

    4 publications · 545 citations

    4

    h-index

  4. YT
    Yongxin Tong

    Beihang University, China

    3 publications · 6.5K citations

    3

    h-index

  5. YL
    Yang Liu

    Tsinghua University, China

    3 publications · 6.5K citations

    3

    h-index

1–5 of 567

Institutions

252

  1. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    10 h-index

    12 publications

    7.7K citations

  2. Xi'an Jiaotong University

    Xi'an, China

    5 h-index

    24 publications

    1K citations

  3. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    10 publications

    711 citations

  4. Northeastern University

    Shenyang, China

    5 h-index

    12 publications

    964 citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    4 h-index

    13 publications

    3.6K citations

  6. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    6 publications

    289 citations

  7. Peng Cheng Laboratory

    Shenzhen, China

    4 h-index

    6 publications

    1.2K citations

  8. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    13 publications

    1K citations

1–8 of 252

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 1.7K citations

    13

    h-index

  2. IEEE Access

    6 publications · 334 citations

    6

    h-index

  3. Sensors

    4 publications · 209 citations

    4

    h-index

  4. Knowledge-Based Systems

    3 publications · 105 citations

    3

    h-index

  5. IEEE Internet of Things Journal

    3 publications · 147 citations

    3

    h-index

1–5