Concepedia

Attribute Inference Attacks

Attribute Inference Attack is a type of privacy attack in which an adversary exploits observable data and auxiliary information to predict sensitive attributes that are not directly accessible, distinguishing itself from other inference attacks by focusing on the reconstruction of specific hidden attributes rather than overall data re-identification or membership status.

52

Publications

4.8K

Citations

154

Authors

65

Institutions

Publications per year

2017–2026

38

Parents

Publications

52

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Samuel Yeom, Irene Giacomelli, Matt Fredrikson et al. · 2018 · 904 citations

, , +17

On k -anonymity and the curse of dimensionality

Charų C. Aggarwal · 2005 · 594 citations

, , +15

To join or not to join

Elena Zheleva, Lise Getoor · 2009 · 539 citations

, , +16

Collective Data-Sanitization for Preventing Sensitive Information Inference Attacks in Social Networks

Zhipeng Cai, Zaobo He, Xin Guan et al. · IEEE Transactions on Dependable and Secure Computing · 2016 · 532 citations

, , +16

Privacy-preserving matrix factorization

Valeria Nikolaenko, Stratis Ioannidis, Udi Weinsberg et al. · 2013 · 283 citations

, , +16

1–5 of 52

Authors

154

  1. NZ
    Neil Zhenqiang Gong

    Duke University, United States

    5 publications · 337 citations

    5

    h-index

  2. SJ
    Somesh Jha

    University of Wisconsin–Madison, United States

    3 publications · 950 citations

    3

    h-index

  3. HY
    Hongzhi Yin

    The University of Queensland, Australia

    3 publications · 234 citations

    3

    h-index

  4. MF
    Matt Fredrikson

    Carnegie Mellon University, United States

    3 publications · 950 citations

    3

    h-index

  5. IG
    Irene Giacomelli

    University of Florence, Italy

    3 publications · 950 citations

    3

    h-index

1–5 of 154

Institutions

65

  1. Beihang University

    Beijing, China

    4 h-index

    11 publications

    229 citations

  2. The University of Queensland

    Brisbane, Australia

    3 h-index

    9 publications

    733 citations

  3. Iowa State University

    Ames, United States

    3 h-index

    4 publications

    289 citations

  4. Institute of Information Engineering

    Beijing, China

    3 h-index

    7 publications

    126 citations

  5. Zhejiang University

    Hangzhou, China

    3 h-index

    3 publications

    50 citations

  6. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    6 publications

    112 citations

  7. Arizona State University

    Tempe, United States

    2 h-index

    7 publications

    471 citations

  8. Helmholtz Center for Information Security

    Saarbrücken, Germany

    2 h-index

    3 publications

    105 citations

1–8 of 65

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 421 citations

    11

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 253 citations

    2

    h-index

  3. IEEE Transactions on Network Science and Engineering

    NSE · 2 publications · 50 citations

    2

    h-index

  4. Journal of Computer Security

    1 publications · 35 citations

    1

    h-index

  5. IEEE Access

    1 publications · 20 citations

    1

    h-index

1–5