Concepedia

Pairwise Ranking Optimization

Pairwise Ranking Optimization is a machine learning methodology that, within the context of implicit feedback modeling, optimizes the relative ordering of user-item interactions by minimizing a loss function defined over pairs of observed and unobserved preferences, thereby distinguishing itself from pointwise approaches through its focus on comparative, rather than absolute, relevance predictions.

30

Publications

2K

Citations

116

Authors

50

Institutions

Publications per year

2017–2026

19

Parents

Publications

30

Adversarial Personalized Ranking for Recommendation

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

, , +14

Tuning as Ranking

Mark Hopkins, Jonathan May · 2011 · 246 citations

, , +11

Who's Better? Who's Best? Pairwise Deep Ranking for Skill Determination

Hazel Doughty, Dima Damen, Walterio Mayol‐Cuevas · 2018 · 150 citations · Full text

, , +16

Exploiting Multi-grain Ranking Constraints for Precisely Searching Visually-similar Vehicles

Ke Yan, Yonghong Tian, Yaowei Wang et al. · 2017 · 146 citations

, , +16

Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting

Zhen Qin, Rolf Jagerman, Kai Hui et al. · 2024 · 121 citations · Full text

, , +14

1–5 of 30

Authors

116

  1. XH
    Xiangnan He

    University of Science and Technology of China, China

    4 publications · 561 citations

    4

    h-index

  2. JD
    Jingtao Ding

    Tsinghua University, China

    3 publications · 160 citations

    3

    h-index

  3. DJ
    Depeng Jin

    Tsinghua University, China

    3 publications · 160 citations

    3

    h-index

  4. YL
    Yong Li

    Tsinghua University, China

    3 publications · 160 citations

    3

    h-index

  5. XW
    Xuanhui Wang

    Google (United States), United States

    3 publications · 162 citations

    3

    h-index

1–5 of 116

Institutions

50

  1. National University of Singapore

    Singapore, Singapore

    4 h-index

    6 publications

    1.1K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    9 publications

    265 citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    3 h-index

    10 publications

    261 citations

  4. University of Virginia

    Charlottesville, United States

    2 h-index

    5 publications

    106 citations

  5. Tsinghua University

    Beijing, China

    2 h-index

    8 publications

    596 citations

  6. Peng Cheng Laboratory

    Shenzhen, China

    2 h-index

    5 publications

    96 citations

  7. University of Science and Technology of China

    Hefei, China

    2 h-index

    2 publications

    85 citations

  8. Google (United States)

    Mountain View, United States

    2 h-index

    14 publications

    1.5K citations

1–8 of 50

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 29 citations

    2

    h-index

  2. Journal of the Operational Research Society

    OR · 1 publications · 11 citations

    1

    h-index

  3. Cluster Computing

    1 publications · 10 citations

    1

    h-index

  4. ACM Transactions on Intelligent Systems and Technology

    TIST · 1 publications · 11 citations

    1

    h-index

  5. The Annals of Mathematical Statistics

    1 publications · 34 citations

    1

    h-index

1–5