Concepedia

Federated Analytics Privacy

Federated Analytics Privacy is a privacy-preserving framework within federated learning that enables the secure and decentralized computation of aggregate statistics across distributed client devices while ensuring individual data contributions remain confidential and inaccessible to external parties.

6

Publications

1.6K

Citations

23

Authors

20

Institutions

Publications per year

2017–2026

6

Parents

Publications

6

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

Federated Learning for Healthcare Informatics

Jie Xu, Benjamin S. Glicksberg, Chang Su et al. · arXiv (Cornell University) · 2019 · 67 citations · Full text

, , +16

A Framework for Edge-Assisted Healthcare Data Analytics using Federated Learning

Saqib Hakak, Suprio Ray, Wazir Zada Khan et al. · 2020 · 59 citations

, , +17

Federated Analytics: Opportunities and Challenges

Dan Wang, Siping Shi, Yifei Zhu et al. · IEEE Network · 2021 · 46 citations

, , +17

Federated Learning to Safeguard Patients Data: A Medical Image Retrieval Case

Gurtaj Singh, Vincenzo Violi, Marco Fisichella · Big Data and Cognitive Computing · 2023 · 30 citations · Full text

, , +15

1–5 of 6

Authors

23

  1. BS
    Benjamin S. Glicksberg

    Icahn School of Medicine at Mount Sinai, United States

    2 publications · 1.5K citations

    2

    h-index

  2. PW
    Peter Walker

    University of Bath, United Kingdom

    2 publications · 1.5K citations

    2

    h-index

  3. JB
    Jiang Bian

    University of Florida, United States

    2 publications · 1.5K citations

    2

    h-index

  4. JX
    Jie Xu

    Cornell University, United States

    2 publications · 1.5K citations

    2

    h-index

  5. CS
    Chang Su

    Cornell University, United States

    2 publications · 1.5K citations

    2

    h-index

1–5 of 23

Institutions

20

  1. Weill Cornell Medicine

    New York, United States

    2 h-index

    5 publications

    4.4K citations

  2. Cornell University

    Ithaca, United States

    2 h-index

    6 publications

    4.4K citations

  3. Icahn School of Medicine at Mount Sinai

    New York, United States

    2 h-index

    2 publications

    1.5K citations

  4. Mount Sinai Health System

    New York, United States

    2 h-index

    2 publications

    1.5K citations

  5. University of Florida

    Gainesville, United States

    2 h-index

    2 publications

    1.5K citations

  6. University of Hong Kong

    Pok Fu Lam, Hong Kong

    1 h-index

    1 publications

    25 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    3 publications

    75 citations

  8. University of Houston

    Houston, United States

    1 h-index

    1 publications

    46 citations

1–8 of 20

Venues

  1. arXiv (Cornell University)

    Repository · 1 publications · 67 citations

    1

    h-index

  2. Journal of Healthcare Informatics Research

    1 publications · 1.4K citations

    1

    h-index

  3. IEEE Network

    1 publications · 46 citations

    1

    h-index

  4. 2022 IEEE Symposium on Security and Privacy (SP)

    Conference · 1 publications · 25 citations

    1

    h-index

  5. Big Data and Cognitive Computing

    1 publications · 30 citations

    1

    h-index

1–5