Concepedia

Bayesian Personalized Ranking

Bayesian Personalized Ranking is a pairwise preference learning framework for personalized item ranking that formulates the optimization problem as maximizing the posterior probability of observed user preferences under a Bayesian inference paradigm, distinguishing it from pointwise or regression-based collaborative filtering approaches by focusing on relative item comparisons rather than absolute ratings.

84

Publications

13.3K

Citations

291

Authors

96

Institutions

Publications per year

2017–2026

59

Parents

Publications

84

BPR: Bayesian Personalized Ranking from Implicit Feedback

Steffen Rendle, Christoph Freudenthaler, Zeno Gantner et al. · arXiv (Cornell University) · 2012 · 4.4K citations · Full text

, , +13

Factorizing personalized Markov chains for next-basket recommendation

Steffen Rendle, Christoph Freudenthaler, Lars Schmidt-Thieme · 2010 · 2.7K citations

, , +15

VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback

Ruining He, Julian McAuley · Proceedings of the AAAI Conference on Artificial Intelligence · 2016 · 951 citations · Full text

, , +13

Leveraging Social Connections to Improve Personalized Ranking for Collaborative Filtering

Tong Zhao, Julian McAuley, Irwin King · 2014 · 420 citations

, , +13

Adversarial Personalized Ranking for Recommendation

Xiangnan He, Zhankui He, Xiaoyu Du et al. · 2018 · 401 citations · Full text

, , +14

1–5 of 84

Authors

291

  1. LS
    Lars Schmidt-Thieme

    University of Hildesheim, Germany

    7 publications · 7.5K citations

    7

    h-index

  2. XH
    Xiangnan He

    University of Science and Technology of China, China

    6 publications · 635 citations

    6

    h-index

  3. CF
    Christoph Freudenthaler

    University of Hildesheim, Germany

    6 publications · 7.5K citations

    6

    h-index

  4. YL
    Yong Li

    Tsinghua University, China

    4 publications · 181 citations

    4

    h-index

  5. WP
    Weike Pan

    Shenzhen University, China

    4 publications · 420 citations

    4

    h-index

1–5 of 291

Institutions

96

  1. Tsinghua University

    Beijing, China

    7 h-index

    21 publications

    930 citations

  2. University of Hildesheim

    Hildesheim, Germany

    6 h-index

    20 publications

    24.4K citations

  3. University of Science and Technology of China

    Hefei, China

    5 h-index

    20 publications

    1.5K citations

  4. Beijing Institute of Technology

    Beijing, China

    5 h-index

    15 publications

    1.3K citations

  5. Zhejiang University

    Hangzhou, China

    4 h-index

    9 publications

    919 citations

  6. National University of Singapore

    Singapore, Singapore

    4 h-index

    7 publications

    1.1K citations

  7. Shenzhen University

    Shenzhen, China

    4 h-index

    9 publications

    538 citations

  8. Northeastern University

    Shenyang, China

    3 h-index

    4 publications

    211 citations

1–8 of 96

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 4.6K citations

    7

    h-index

  2. IEEE Access

    4 publications · 83 citations

    4

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 1.1K citations

    3

    h-index

  4. ACM Transactions on Information Systems

    3 publications · 94 citations

    3

    h-index

  5. Information Sciences

    3 publications · 174 citations

    3

    h-index

1–5