Concepedia

Federated Analytics

Federated Analytics is a distributed data analysis paradigm within cloud-based analytics that enables collaborative insights across decentralized data sources while preserving data locality and privacy by executing computation at the source and aggregating only analytical results.

74

Publications

3.1K

Citations

561

Authors

254

Institutions

Publications per year

2017–2026

67

Parents

Publications

74

The state of the art and taxonomy of big data analytics: view from new big data framework

Azlinah Mohamed, Maryam Khanian Najafabadi, Yap Bee Wah et al. · Artificial Intelligence Review · 2019 · 268 citations

, , +14

Truly privacy-preserving federated analytics for precision medicine with multiparty homomorphic encryption

David Froelicher, Juan Ramón Troncoso-Pastoriza, Jean Louis Raisaro et al. · Nature Communications · 2021 · 178 citations · Full text

, , +17

Federated benchmarking of medical artificial intelligence with MedPerf

Alexandros Karargyris, Renato Umeton, Micah Sheller et al. · Nature Machine Intelligence · 2023 · 149 citations · Full text

, , +13

Federated Learning for COVID-19 Detection with Generative Adversarial Networks in Edge Cloud Computing

Dinh C. Nguyen, Ming Ding, Pubudu N. Pathirana et al. · arXiv (Cornell University) · 2021 · 140 citations · Full text

, , +17

Federated Tensor Factorization for Computational Phenotyping

Yejin Kim, Jimeng Sun, Hwanjo Yu et al. · 2017 · 127 citations · Full text

, , +16

1–5 of 74

Authors

561

  1. DW
    Dan Wang

    Hong Kong Polytechnic University, Hong Kong SAR China

    7 publications · 228 citations

    7

    h-index

  2. ZH
    Zhu Han

    University of Houston, United States

    5 publications · 186 citations

    5

    h-index

  3. YZ
    Yifei Zhu

    Shanghai Jiao Tong University, China

    5 publications · 186 citations

    5

    h-index

  4. DR
    Daniel Ramage

    Google (United States), United States

    4 publications · 295 citations

    4

    h-index

  5. AH
    Anne Hartebrodt

    University of Southern Denmark, Denmark

    2 publications · 27 citations

    2

    h-index

1–5 of 561

Institutions

254

  1. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    9 h-index

    14 publications

    427 citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    7 publications

    232 citations

  3. Google (United States)

    Mountain View, United States

    4 h-index

    16 publications

    1.2K citations

  4. University of Houston

    Houston, United States

    4 h-index

    5 publications

    184 citations

  5. Technical University of Munich

    Munich, Germany

    3 h-index

    10 publications

    598 citations

  6. Johns Hopkins Medicine

    Baltimore, United States

    3 h-index

    6 publications

    94 citations

  7. Johns Hopkins University

    Baltimore, United States

    3 h-index

    7 publications

    106 citations

  8. University of Southern Denmark

    Odense, Denmark

    3 h-index

    5 publications

    67 citations

1–8 of 254

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 401 citations

    5

    h-index

  2. IEEE Network

    3 publications · 78 citations

    3

    h-index

  3. Future Generation Computer Systems

    FGCS · 3 publications · 119 citations

    3

    h-index

  4. Journal of the American Medical Informatics Association

    JAMIA · 3 publications · 63 citations

    3

    h-index

  5. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 2 publications · 79 citations

    2

    h-index

1–5