Concepedia

Popularity Bias

Popularity Bias is a type of recommendation bias in which frequently accessed or highly rated items are systematically over-represented in recommendation outputs, leading to the disproportionate visibility of popular items at the expense of less-known but potentially relevant ones.

169

Publications

11.3K

Citations

459

Authors

191

Institutions

Publications per year

2017–2026

127

Parents

Publications

169

Bias and Debias in Recommender System: A Survey and Future Directions

Jiawei Chen, Hande Dong, Xiang Wang et al. · ACM Transactions on Information Systems · 2022 · 607 citations

, , +17

Are Graph Augmentations Necessary?

Junliang Yu, Hongzhi Yin, Xin Xia et al. · Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval · 2022 · 581 citations · Full text

, , +12

Controlling Popularity Bias in Learning-to-Rank Recommendation

Himan Abdollahpouri, Robin Burke, Bamshad Mobasher · 2017 · 420 citations

, , +13

Causal Intervention for Leveraging Popularity Bias in Recommendation

Yang Zhang, Fuli Feng, Xiangnan He et al. · 2021 · 415 citations · Full text

, , +13

Item popularity and recommendation accuracy

Harald Steck · 2011 · 330 citations

, , +12

1–5 of 169

Authors

459

  1. HA
    Himan Abdollahpouri

    DePaul University, United States

    13 publications · 1.1K citations

    12

    h-index

  2. XH
    Xiangnan He

    University of Science and Technology of China, China

    11 publications · 1.7K citations

    11

    h-index

  3. BM
    Bamshad Mobasher

    DePaul University, United States

    11 publications · 975 citations

    10

    h-index

  4. RB
    Robin Burke

    DePaul University, United States

    11 publications · 975 citations

    10

    h-index

  5. MM
    Masoud Mansoury

    Eindhoven University of Technology, Netherlands

    7 publications · 389 citations

    7

    h-index

1–5 of 459

Institutions

191

  1. University of Science and Technology of China

    Hefei, China

    11 h-index

    30 publications

    6.7K citations

  2. University of Colorado Boulder

    Boulder, United States

    10 h-index

    16 publications

    913 citations

  3. DePaul University

    Chicago, United States

    10 h-index

    15 publications

    1.9K citations

  4. University of Colorado System

    Boulder, United States

    6 h-index

    11 publications

    719 citations

  5. Eindhoven University of Technology

    Eindhoven, The Netherlands

    6 h-index

    8 publications

    451 citations

  6. Universidad Autónoma de Madrid

    Madrid, Spain

    5 h-index

    9 publications

    497 citations

  7. Johannes Kepler University of Linz

    Linz, Austria

    5 h-index

    18 publications

    640 citations

  8. Stanford University

    Stanford, United States

    4 h-index

    6 publications

    327 citations

1–8 of 191

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 851 citations

    16

    h-index

  2. ACM Transactions on Information Systems

    7 publications · 820 citations

    7

    h-index

  3. 5

    h-index

  4. Information Processing & Management

    3 publications · 183 citations

    3

    h-index

  5. Developmental Psychology

    2 publications · 120 citations

    2

    h-index

1–5