Concepedia

Data De-identification

Data De-Identification is a privacy-preserving process in health information management whereby personally identifiable information is systematically removed or obscured from datasets to prevent the identification of individuals, distinguishing it from general data anonymization by allowing for potential re-identification under controlled conditions.

1.5K

Publications

116K

Citations

4.6K

Authors

1.5K

Institutions

Publications per year

2017–2026

655

Variants

Data Deidentification

Parents

Children

Publications

1.5K

Membership Inference Attacks Against Machine Learning Models

Reza Shokri, Marco Stronati, Congzheng Song et al. · 2017 · 4.2K citations

, , +17

<i>L</i> -diversity

Ashwin Machanavajjhala, Daniel Kifer, Johannes Gehrke et al. · ACM Transactions on Knowledge Discovery from Data · 2007 · 3.6K citations

, , +16

The Swedish personal identity number: possibilities and pitfalls in healthcare and medical research

Jonas F. Ludvigsson, P Otterblad-Olausson, Birgitta U. Pettersson et al. · European Journal of Epidemiology · 2009 · 2.4K citations · Full text

, , +11

L-diversity: privacy beyond k-anonymity

Ashwin Machanavajjhala, Johannes Gehrke, Daniel Kifer et al. · 2006 · 2.4K citations

, , +17

Protecting respondents identities in microdata release

Pierangela Samarati · IEEE Transactions on Knowledge and Data Engineering · 2001 · 2.3K citations

, , +16

1–5 of 1.5K

Authors

4.6K

  1. BM
    Bradley Malin

    Vanderbilt University, United States

    35 publications · 2.9K citations

    25

    h-index

  2. KE
    Khaled El Emam

    University of Ottawa, Canada

    21 publications · 1.2K citations

    19

    h-index

  3. LS
    Latanya Sweeney

    Carnegie Mellon University, United States

    18 publications · 6.2K citations

    15

    h-index

  4. GL
    Grigorios Loukides

    Cardiff University, United Kingdom

    16 publications · 585 citations

    14

    h-index

  5. PC
    Peter Christen

    Australian National University, Australia

    13 publications · 1.2K citations

    12

    h-index

1–5 of 4.6K

Institutions

1.5K

  1. Vanderbilt University

    Nashville, United States

    22 h-index

    76 publications

    10K citations

  2. Purdue University West Lafayette

    West Lafayette, United States

    19 h-index

    43 publications

    3.9K citations

  3. Simon Fraser University

    Burnaby, Canada

    18 h-index

    31 publications

    7.5K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    17 h-index

    44 publications

    7K citations

  5. University of Ottawa

    Ottawa, Canada

    17 h-index

    26 publications

    1.8K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    17 h-index

    56 publications

    13.5K citations

  7. Technical University of Munich

    Munich, Germany

    17 h-index

    54 publications

    3.8K citations

  8. Harvard University

    Cambridge, United States

    15 h-index

    46 publications

    5.6K citations

1–8 of 1.5K

Venues

  1. Journal of the American Medical Informatics Association

    JAMIA · 36 publications · 3.1K citations

    27

    h-index

  2. BMC Medical Informatics and Decision Making

    25 publications · 2.7K citations

    23

    h-index

  3. arXiv (Cornell University)

    Repository · 50 publications · 1.5K citations

    23

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 21 publications · 4.9K citations

    20

    h-index

  5. PubMed

    Repository · 29 publications · 1.1K citations

    19

    h-index

1–5