Concepedia

Privacy-preserving Distributed Analytics

Privacy-Preserving Distributed Analytics is a distributed data analysis paradigm that enables multiple parties to collaboratively derive insights from decentralized data sources while enforcing privacy-preserving mechanisms to prevent the exposure of sensitive information during computation.

40

Publications

4K

Citations

154

Authors

85

Institutions

Publications per year

2017–2026

23

Parents

Publications

40

Privacy-preserving distributed mining of association rules on horizontally partitioned data

2010 · 894 citations

, , +17

Tools for privacy preserving distributed data mining

Chris Clifton, Murat Kantarcıoğlu, Jaideep Vaidya et al. · ACM SIGKDD Explorations Newsletter · 2002 · 890 citations

, , +17

Differentially private aggregation of distributed time-series with transformation and encryption

Vibhor Rastogi, Suman Nath · 2010 · 535 citations

, , +16

Private and Continual Release of Statistics

T-H. Hubert Chan, Elaine Shi, Dawn Song · ACM Transactions on Information and System Security · 2011 · 357 citations

, , +16

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

1–5 of 40

Authors

154

  1. LX
    Li Xiong

    Emory University, United States

    2 publications · 43 citations

    2

    h-index

  2. JR
    Juan Ramón Troncoso-Pastoriza

    École Polytechnique Fédérale de Lausanne, Switzerland

    2 publications · 217 citations

    2

    h-index

  3. JL
    Jean Louis Raisaro

    École Polytechnique Fédérale de Lausanne, Switzerland

    2 publications · 217 citations

    2

    h-index

  4. LO
    Lucila Ohno‐Machado

    University of California San Diego, United States

    2 publications · 63 citations

    2

    h-index

  5. JZ
    Joshua Zhexue Huang

    Shenzhen University, China

    2 publications · 43 citations

    2

    h-index

1–5 of 154

Institutions

85

  1. Purdue University West Lafayette

    West Lafayette, United States

    3 h-index

    8 publications

    6.4K citations

  2. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    14 publications

    706 citations

  3. Emory University

    Atlanta, United States

    3 h-index

    4 publications

    132 citations

  4. IIT@MIT

    Cambridge, United States

    2 h-index

    2 publications

    217 citations

  5. Google (United States)

    Mountain View, United States

    2 h-index

    3 publications

    94 citations

  6. University Hospital Cologne

    Cologne, Germany

    2 h-index

    2 publications

    54 citations

  7. The University of Texas at Dallas

    Richardson, United States

    2 h-index

    3 publications

    78 citations

  8. University of Lausanne

    Lausanne, Switzerland

    2 h-index

    6 publications

    651 citations

1–8 of 85

Venues

  1. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 174 citations

    2

    h-index

  2. Computer

    2 publications · 64 citations

    2

    h-index

  3. arXiv (Cornell University)

    Repository · 2 publications · 81 citations

    2

    h-index

  4. IEEE Transactions on Dependable and Secure Computing

    TDSC · 2 publications · 50 citations

    2

    h-index

  5. Management Science

    1 publications · 18 citations

    1

    h-index

1–5