Concepedia

Private Statistical Estimation

Private Statistical Estimation is a statistical inference framework that belongs to the class of differentially private data analysis methods, distinguished by its specific design to estimate population parameters from sensitive data while providing rigorous mathematical guarantees of privacy preservation through the controlled addition of noise or other privacy-preserving perturbations.

58

Publications

2.9K

Citations

146

Authors

89

Institutions

Publications per year

2017–2026

35

Parents

Publications

58

Differential Privacy for Statistics: What we Know and What we Want to Learn

Cynthia Dwork, Adam Smith · Journal of Privacy and Confidentiality · 2010 · 275 citations · Full text

, , +12

Privacy-preserving statistical estimation with optimal convergence rates

Adam Smith · 2011 · 265 citations

, , +15

A Differential-Private Framework for Urban Traffic Flows Estimation via Taxi Companies

Zhipeng Cai, Xu Zheng, Jiguo Yu · IEEE Transactions on Industrial Informatics · 2019 · 219 citations

, , +15

Discrete distribution estimation under local privacy

Peter Kairouz, Keith Bonawitz, Daniel Ramage · International Conference on Machine Learning · 2016 · 162 citations

, , +10

Approximately optimal auctions for selling privacy when costs are correlated with data

Lisa Fleischer, Yu-Han Lyu · 2012 · 132 citations

, , +15

1–5 of 58

Authors

146

  1. GK
    Gautam Kamath

    Massachusetts Institute of Technology, United States

    6 publications · 110 citations

    6

    h-index

  2. JU
    Jonathan Ullman

    Harvard University, United States

    5 publications · 94 citations

    5

    h-index

  3. AS
    Adam Smith

    Pennsylvania State University, United States

    4 publications · 633 citations

    4

    h-index

  4. OS
    Or Sheffet

    Carnegie Mellon University, United States

    3 publications · 48 citations

    3

    h-index

  5. XT
    Xiaoying Tian

    Ocean University of China, China

    2 publications · 142 citations

    2

    h-index

1–5 of 146

Institutions

89

  1. Pennsylvania State University

    State College, United States

    7 h-index

    9 publications

    802 citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    6 h-index

    8 publications

    240 citations

  3. Google (United States)

    Mountain View, United States

    5 h-index

    11 publications

    995 citations

  4. Harvard University Press

    Cambridge, United States

    4 h-index

    4 publications

    98 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    3 publications

    143 citations

  6. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    3 publications

    76 citations

  7. University of Waterloo

    Waterloo, Canada

    3 h-index

    3 publications

    62 citations

  8. Northeastern University

    Boston, United States

    3 h-index

    4 publications

    78 citations

1–8 of 89

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 271 citations

    10

    h-index

  2. Journal of Privacy and Confidentiality

    JPC · 4 publications · 325 citations

    4

    h-index

  3. The Annals of Statistics

    4 publications · 220 citations

    4

    h-index

  4. Neural Information Processing Systems

    Conference · 3 publications · 126 citations

    3

    h-index

  5. Conference on Learning Theory

    Conference · 2 publications · 67 citations

    2

    h-index

1–5