Concepedia

Output Perturbation

Output Perturbation is a disclosure protection technique that involves modifying the results of queries or analyses to prevent the identification of sensitive information while preserving the overall utility of the data.

41

Publications

4K

Citations

100

Authors

53

Institutions

Publications per year

2017–2026

23

Variants

Output Perturbation Method

Parents

Publications

41

Smooth sensitivity and sampling in private data analysis

Kobbi Nissim, Sofya Raskhodnikova, Adam Smith · 2007 · 1K citations

, , +13

Differentially Private Empirical Risk Minimization.

Kamalika Chaudhuri, Claire Monteleoni, Anand D. Sarwate · PubMed · 2011 · 865 citations · Full text

, , +16

Differentially Private Empirical Risk Minimization

Kamalika Chaudhuri, Claire Monteleoni, Anand D. Sarwate · arXiv (Cornell University) · 2009 · 546 citations · Full text

, , +16

Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics

Xi Wu, Fengan Li, Arun Kumar et al. · 2017 · 177 citations

, , +15

Relationship privacy

Vibhor Rastogi, Michael Hay, Gerome Miklau et al. · 2009 · 138 citations

, , +15

1–5 of 41

Authors

100

  1. KC
    Kamalika Chaudhuri

    University of California San Diego, United States

    4 publications · 1.6K citations

    4

    h-index

  2. JF
    Jeffrey F. Naughton

    University of Wisconsin–Madison, United States

    3 publications · 207 citations

    3

    h-index

  3. SJ
    Somesh Jha

    University of Wisconsin–Madison, United States

    3 publications · 207 citations

    3

    h-index

  4. XZ
    Xiaojin Zhu

    University of Wisconsin–Madison, United States

    2 publications · 133 citations

    2

    h-index

  5. DS
    Dong Su

    Purdue University West Lafayette, United States

    2 publications · 107 citations

    2

    h-index

1–5 of 100

Institutions

53

  1. University of Wisconsin–Madison

    Madison, United States

    4 h-index

    14 publications

    1.2K citations

  2. University of California San Diego

    San Diego, United States

    4 h-index

    6 publications

    1.8K citations

  3. Pennsylvania State University

    State College, United States

    3 h-index

    7 publications

    2.1K citations

  4. Imperial College London

    London, United Kingdom

    2 h-index

    3 publications

    83 citations

  5. Google (United States)

    Mountain View, United States

    2 h-index

    6 publications

    567 citations

  6. Nanjing University of Posts and Telecommunications

    Nanjing, China

    2 h-index

    4 publications

    143 citations

  7. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    6 publications

    456 citations

  8. University of Washington

    Seattle, United States

    2 h-index

    5 publications

    324 citations

1–8 of 53

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 691 citations

    9

    h-index

  2. Proceedings of the VLDB Endowment

    PVLDB · 2 publications · 65 citations

    2

    h-index

  3. Journal of Privacy and Confidentiality

    JPC · 2 publications · 43 citations

    2

    h-index

  4. IEEE Transactions on Big Data

    2 publications · 123 citations

    2

    h-index

  5. Transactions on data privacy

    1 publications · 26 citations

    1

    h-index

1–5