Concepedia

Differentially Private Statistics

Differentially Private Statistics is a statistical methodology that belongs to the class of privacy-preserving analytical techniques, distinguished by its formal guarantee that the inclusion or exclusion of a single individual’s data in a dataset does not significantly affect the probability distribution of the statistical output, thereby providing rigorous, mathematically provable privacy protections.

140

Publications

9.1K

Citations

254

Authors

119

Institutions

Publications per year

2017–2026

75

Parents

Publications

140

1–5 of 140

Authors

254

  1. CD
    Cynthia Dwork

    IBM Research - Almaden, United States

    11 publications · 1.6K citations

    11

    h-index

  2. JU
    Jonathan Ullman

    Harvard University, United States

    7 publications · 390 citations

    7

    h-index

  3. LX
    Li Xiong

    Emory University, United States

    6 publications · 445 citations

    6

    h-index

  4. AR
    Aaron Roth

    University of Pennsylvania, United States

    5 publications · 409 citations

    5

    h-index

  5. AS
    Adam Smith

    Pennsylvania State University, United States

    5 publications · 904 citations

    5

    h-index

1–5 of 254

Institutions

119

  1. Pennsylvania State University

    State College, United States

    12 h-index

    21 publications

    1.5K citations

  2. Harvard University Press

    Cambridge, United States

    11 h-index

    13 publications

    305 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    11 publications

    531 citations

  4. Google (United States)

    Mountain View, United States

    8 h-index

    10 publications

    3.6K citations

  5. Microsoft (United States)

    Redmond, United States

    7 h-index

    9 publications

    1.6K citations

  6. University of Pennsylvania

    Philadelphia, United States

    7 h-index

    10 publications

    532 citations

  7. Cornell University

    Ithaca, United States

    6 h-index

    12 publications

    473 citations

  8. United States Census Bureau

    Suitland, United States

    6 h-index

    8 publications

    574 citations

1–8 of 119

Venues

  1. arXiv (Cornell University)

    Repository · 32 publications · 697 citations

    18

    h-index

  2. Journal of Privacy and Confidentiality

    JPC · 15 publications · 700 citations

    12

    h-index

  3. Proceedings of the VLDB Endowment

    PVLDB · 4 publications · 422 citations

    4

    h-index

  4. Harvard Data Science Review

    3 publications · 65 citations

    3

    h-index

  5. The Annals of Statistics

    3 publications · 193 citations

    3

    h-index

1–5