Concepedia

Private Clustering

Private Clustering is a clustering methodology that belongs to the class of privacy-preserving data analysis techniques, distinguished by its incorporation of differential privacy guarantees to ensure that the output clusters do not reveal sensitive information about individual data points in the input dataset.

48

Publications

1.7K

Citations

175

Authors

87

Institutions

Publications per year

2017–2026

32

Parents

Publications

48

Privacy-preserving distributed clustering using generative models

Srujana Merugu, Joydeep Ghosh · 2004 · 204 citations

, , +17

Differentially Private K-Means Clustering

Dong Su, Jianneng Cao, Ninghui Li et al. · 2016 · 127 citations · Full text

, , +11

A New Privacy-Preserving Distributed <i>k</i>-Clustering Algorithm

Geetha Jagannathan, Krishnan Pillaipakkamnatt, Rebecca N. Wright · 2006 · 101 citations

, , +13

Privacy of outsourced k-means clustering

Dongxi Liu, Elisa Bertino, Xun Yi · 2014 · 88 citations

, , +17

Distributed K-Means clustering guaranteeing local differential privacy

Chang Xia, Jingyu Hua, Wei Tong et al. · Computers & Security · 2019 · 74 citations

, , +11

1–5 of 48

Authors

175

  1. EB
    Elisa Bertino

    Purdue University West Lafayette, United States

    3 publications · 268 citations

    3

    h-index

  2. US
    Uri Stemmer

    Ben-Gurion University of the Negev, Israel

    3 publications · 83 citations

    3

    h-index

  3. KN
    Kobbi Nissim

    Ben-Gurion University of the Negev, Israel

    3 publications · 83 citations

    3

    h-index

  4. HM
    Helen Möllering

    Technische Universität Darmstadt, Germany

    2 publications · 60 citations

    2

    h-index

  5. QZ
    Qingchen Zhang

    St. Francis Xavier University, Canada

    2 publications · 41 citations

    2

    h-index

1–5 of 175

Institutions

87

  1. St. Francis Xavier University

    Antigonish, Canada

    3 h-index

    4 publications

    96 citations

  2. Purdue University West Lafayette

    West Lafayette, United States

    3 h-index

    7 publications

    628 citations

  3. Qatar University

    Doha, Qatar

    2 h-index

    2 publications

    74 citations

  4. University of California, Berkeley

    Berkeley, United States

    2 h-index

    2 publications

    111 citations

  5. North China Electric Power University

    Beijing, China

    2 h-index

    7 publications

    271 citations

  6. Institute for Infocomm Research

    Singapore, Singapore

    2 h-index

    2 publications

    180 citations

  7. Temple University

    Philadelphia, United States

    2 h-index

    2 publications

    74 citations

  8. Technische Universität Darmstadt

    Darmstadt, Germany

    2 h-index

    6 publications

    174 citations

1–8 of 87

Venues

  1. IEEE Access

    3 publications · 88 citations

    3

    h-index

  2. Computers & Security

    2 publications · 123 citations

    2

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 51 citations

    2

    h-index

  4. 1

    h-index

  5. ETRI Journal

    1 publications · 11 citations

    1

    h-index

1–5