Concepedia

Federated Data Sharing

Federated Data Sharing is a secure data sharing paradigm in which multiple entities collaboratively access and analyze distributed datasets without transferring raw data, preserving data sovereignty and privacy by keeping data localized while enabling integrated query processing or model training across decentralized sources.

112

Publications

7.3K

Citations

687

Authors

316

Institutions

Publications per year

2017–2026

93

Parents

Publications

112

Federated Learning for Healthcare Informatics

Jie Xu, Benjamin S. Glicksberg, Chang Su et al. · Journal of Healthcare Informatics Research · 2020 · 1.4K citations · Full text

, , +16

A federated architecture for information management

Dennis Heimbigner, Dennis McLeod · ACM Transactions on Information Systems · 1985 · 554 citations · Full text

, , +17

Blockchain-Enabled Federated Learning Data Protection Aggregation Scheme With Differential Privacy and Homomorphic Encryption in IIoT

Bin Jia, Xiaosong Zhang, Jiewen Liu et al. · IEEE Transactions on Industrial Informatics · 2021 · 323 citations

, , +14

Federated Learning in a Medical Context: A Systematic Literature Review

Bjarne Pfitzner, Nico Steckhan, Bert Arnrich · ACM Transactions on Internet Technology · 2021 · 268 citations · Full text

, , +17

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

Ashish Rauniyar, Desta Haileselassie Hagos, Debesh Jha et al. · IEEE Internet of Things Journal · 2023 · 256 citations

, , +16

1–5 of 112

Authors

687

  1. SG
    Song Guo

    Hong Kong Polytechnic University, Hong Kong SAR China

    3 publications · 74 citations

    3

    h-index

  2. YH
    Yongfeng Huang

    Tsinghua University, China

    2 publications · 70 citations

    2

    h-index

  3. SG
    Suyu Ge

    Tsinghua University, China

    2 publications · 70 citations

    2

    h-index

  4. TN
    Tommi Nyrönen

    CSC - IT Center for Science (Finland), Finland

    2 publications · 88 citations

    2

    h-index

  5. PG
    Peter Gibbs

    The Royal Melbourne Hospital, Australia

    2 publications · 35 citations

    2

    h-index

1–5 of 687

Institutions

316

  1. Beijing University of Posts and Telecommunications

    Beijing, China

    4 h-index

    15 publications

    555 citations

  2. Xidian University

    Xi'an, China

    4 h-index

    10 publications

    282 citations

  3. The University of Melbourne

    Melbourne, Australia

    3 h-index

    6 publications

    114 citations

  4. University of Novi Sad

    Novi Sad, Serbia

    3 h-index

    8 publications

    158 citations

  5. Fujian Normal University

    Fuzhou, China

    3 h-index

    7 publications

    309 citations

  6. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    3 h-index

    4 publications

    117 citations

  7. Cornell University

    Ithaca, United States

    3 h-index

    8 publications

    4.5K citations

  8. University of Southern California

    Los Angeles, United States

    3 h-index

    4 publications

    602 citations

1–8 of 316

Venues

  1. IEEE Internet of Things Journal

    8 publications · 649 citations

    8

    h-index

  2. arXiv (Cornell University)

    Repository · 6 publications · 208 citations

    6

    h-index

  3. IEEE Transactions on Industrial Informatics

    5 publications · 614 citations

    5

    h-index

  4. PubMed

    Repository · 3 publications · 58 citations

    3

    h-index

  5. Journal of the American Medical Informatics Association

    JAMIA · 3 publications · 214 citations

    3

    h-index

1–5