Concepedia

Privacy-preserving Matrix Factorization

Privacy-Preserving Matrix Factorization is a computational technique within collaborative filtering-based recommendation systems that performs matrix factorization while enforcing privacy constraints to protect sensitive user data during model training and inference.

80

Publications

3.6K

Citations

263

Authors

135

Institutions

Publications per year

2017–2026

63

Parents

Publications

80

Privacy-preserving matrix factorization

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

, , +16

Privacy Enhanced Matrix Factorization for Recommendation with Local Differential Privacy

Hyejin Shin, Sungwook Kim, Junbum Shin et al. · IEEE Transactions on Knowledge and Data Engineering · 2018 · 229 citations

, , +14

FedRec: Federated Recommendation With Explicit Feedback

Guanyu Lin, Feng Liang, Weike Pan et al. · IEEE Intelligent Systems · 2020 · 207 citations

, , +15

Some new results on correlation-preserving factor scores prediction methods

Jos M. F. ten Berge, Wim P. Krijnen, Tom Wansbeek et al. · Linear Algebra and its Applications · 1999 · 132 citations · Full text

, , +8

Applying Differential Privacy to Matrix Factorization

Arnaud Berlioz, Arik Friedman, Mohamed Ali Kâafar et al. · 2015 · 119 citations

, , +13

1–5 of 80

Authors

263

  1. LY
    Leo Yu Zhang

    Deakin University, Australia

    4 publications · 138 citations

    4

    h-index

  2. YW
    Yong Wang

    Chongqing University of Posts and Telecommunications, China

    3 publications · 114 citations

    3

    h-index

  3. XR
    Xun Ran

    Chongqing University of Posts and Telecommunications, China

    3 publications · 109 citations

    3

    h-index

  4. JM
    Jun Ma

    Lanzhou University of Technology, China

    3 publications · 109 citations

    3

    h-index

  5. JS
    Junbum Shin

    Samsung (South Korea), South Korea

    3 publications · 360 citations

    3

    h-index

1–5 of 263

Institutions

135

  1. Nanjing University of Science and Technology

    Nanjing, China

    5 h-index

    15 publications

    535 citations

  2. Deakin University

    Burwood, Australia

    4 h-index

    5 publications

    317 citations

  3. Chongqing University of Posts and Telecommunications

    Chongqing, China

    4 h-index

    11 publications

    376 citations

  4. Samsung (South Korea)

    Seoul, South Korea

    4 h-index

    12 publications

    1.2K citations

  5. Lanzhou University of Technology

    Lanzhou, China

    3 h-index

    3 publications

    109 citations

  6. The University of Texas at San Antonio

    San Antonio, United States

    3 h-index

    4 publications

    144 citations

  7. Shandong University

    Jinan, China

    3 h-index

    8 publications

    790 citations

  8. Nanjing University of Information Science and Technology

    Nanjing, China

    3 h-index

    6 publications

    117 citations

1–8 of 135

Venues

  1. Information Sciences

    4 publications · 137 citations

    4

    h-index

  2. Knowledge-Based Systems

    4 publications · 150 citations

    4

    h-index

  3. IEEE Access

    3 publications · 113 citations

    3

    h-index

  4. arXiv (Cornell University)

    Repository · 3 publications · 45 citations

    3

    h-index

  5. IEEE Transactions on Industrial Informatics

    2 publications · 95 citations

    3

    h-index

1–5