Concepedia

Multi-view Recommendation

Multi-View Recommendation is a recommendation framework that integrates multiple heterogeneous data sources or perspectives—such as user-item interactions, social networks, and content features—by modeling them as distinct yet complementary views, thereby improving recommendation accuracy through synergistic learning across views.

65

Publications

3.2K

Citations

255

Authors

104

Institutions

Publications per year

2017–2026

56

Parents

Publications

65

Neural News Recommendation with Attentive Multi-View Learning

Chuhan Wu, Fangzhao Wu, Mingxiao An et al. · 2019 · 253 citations · Full text

, , +12

Socially-Aware Self-Supervised Tri-Training for Recommendation

Junliang Yu, Hongzhi Yin, Min Gao et al. · 2021 · 214 citations · Full text

, , +15

MV-RNN: A Multi-View Recurrent Neural Network for Sequential Recommendation

Qiang Cui, Shu Wu, Qiang Liu et al. · IEEE Transactions on Knowledge and Data Engineering · 2018 · 184 citations

, , +16

Multi-perspective social recommendation method with graph representation learning

Hai Liu, Chao Zheng, Duantengchuan Li et al. · Neurocomputing · 2021 · 157 citations

, , +11

Leveraging multiviews of trust and similarity to enhance clustering-based recommender systems

Guibing Guo, Jie Zhang, Neil Yorke‐Smith · Knowledge-Based Systems · 2014 · 151 citations

, , +9

1–5 of 65

Authors

255

  1. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    4 publications · 238 citations

    4

    h-index

  2. XX
    Xin Xia

    Singapore Management University, Singapore

    3 publications · 258 citations

    3

    h-index

  3. XX
    Xing Xie

    Microsoft Research Asia (China), China

    3 publications · 422 citations

    3

    h-index

  4. PK
    Panos K. Chrysanthis

    University of Pittsburgh, United States

    3 publications · 101 citations

    3

    h-index

  5. MA
    Mohamed A. Sharaf

    The University of Queensland, Australia

    3 publications · 101 citations

    3

    h-index

1–5 of 255

Institutions

104

  1. University of Science and Technology of China

    Hefei, China

    5 h-index

    6 publications

    693 citations

  2. National University of Singapore

    Singapore, Singapore

    5 h-index

    14 publications

    931 citations

  3. Peking University

    Beijing, China

    5 h-index

    11 publications

    621 citations

  4. Tsinghua University

    Beijing, China

    4 h-index

    8 publications

    986 citations

  5. Microsoft Research Asia (China)

    Beijing, China

    4 h-index

    7 publications

    894 citations

  6. University of Pittsburgh

    Pittsburgh, United States

    4 h-index

    6 publications

    153 citations

  7. Nanjing University of Science and Technology

    Nanjing, China

    3 h-index

    4 publications

    203 citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    3 h-index

    9 publications

    477 citations

1–8 of 104

Venues

  1. Neurocomputing

    4 publications · 231 citations

    4

    h-index

  2. Expert Systems with Applications

    3 publications · 95 citations

    3

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 60 citations

    3

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 3 publications · 231 citations

    3

    h-index

  5. ACM Transactions on Information Systems

    2 publications · 87 citations

    2

    h-index

1–5