Concepedia

Differential Privacy

Differential Privacy is a formal privacy-preserving framework that belongs to the class of mathematical definitions of data confidentiality, distinguished by its guarantee that the inclusion or exclusion of a single individual’s data in a dataset has a negligible impact on the probability distribution of the output of any analysis performed on that dataset.

3.7K

Publications

240.6K

Citations

8K

Authors

1.7K

Institutions

Publications per year

2017–2026

2.6K

Parents

Children

Publications

3.7K

Deep Learning with Differential Privacy

Martı́n Abadi, Andy Chu, Ian Goodfellow et al. · 2016 · 5.9K citations · Full text

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The Algorithmic Foundations of Differential Privacy

Cynthia Dwork, Aaron Roth · Foundations and Trends® in Theoretical Computer Science · 2014 · 4.2K citations

, , +11

Fairness through awareness

Cynthia Dwork, Moritz Hardt, Toniann Pitassi et al. · 2012 · 3.4K citations

, , +14

Robust De-anonymization of Large Sparse Datasets

Arvind Narayanan, Vitaly Shmatikov · Proceedings - IEEE Symposium on Security and Privacy/Proceedings of the ... IEEE Symposium on Security and Privacy · 2008 · 2.3K citations

, , +17

Federated Learning With Differential Privacy: Algorithms and Performance Analysis

Kang Wei, Jun Li, Ming Ding et al. · IEEE Transactions on Information Forensics and Security · 2020 · 2.2K citations · Full text

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1–5 of 3.7K

Authors

8K

  1. LX
    Li Xiong

    Emory University, United States

    41 publications · 2.7K citations

    30

    h-index

  2. XX
    Xiaokui Xiao

    Nanyang Technological University, Singapore

    39 publications · 4.8K citations

    29

    h-index

  3. AT
    Abhradeep Thakurta

    Google (United States), United States

    40 publications · 3K citations

    27

    h-index

  4. KT
    Kunal Talwar

    Microsoft (United States), United States

    33 publications · 10.4K citations

    27

    h-index

  5. NL
    Ninghui Li

    Purdue University West Lafayette, United States

    33 publications · 3K citations

    24

    h-index

1–5 of 8K

Institutions

1.7K

  1. Microsoft (United States)

    Redmond, United States

    43 h-index

    88 publications

    25.7K citations

  2. Google (United States)

    Mountain View, United States

    42 h-index

    244 publications

    59.2K citations

  3. Pennsylvania State University

    State College, United States

    41 h-index

    139 publications

    12.4K citations

  4. Purdue University West Lafayette

    West Lafayette, United States

    40 h-index

    141 publications

    16.9K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    38 h-index

    132 publications

    10K citations

  6. Nanyang Technological University

    Singapore, Singapore

    38 h-index

    132 publications

    12.4K citations

  7. Xidian University

    Xi'an, China

    37 h-index

    233 publications

    11.7K citations

  8. University of California San Diego

    San Diego, United States

    36 h-index

    119 publications

    9.5K citations

1–8 of 1.7K

Venues

  1. arXiv (Cornell University)

    Repository · 486 publications · 21.5K citations

    66

    h-index

  2. Information Sciences

    88 publications · 4.7K citations

    40

    h-index

  3. 40

    h-index

  4. Proceedings of the VLDB Endowment

    PVLDB · 56 publications · 4.7K citations

    37

    h-index

  5. IEEE Internet of Things Journal

    71 publications · 5.1K citations

    36

    h-index

1–5