Concepedia

Multimodal Recommendation

Multimodal Recommendation is a recommendation approach that integrates and processes multiple types of input data modalities—such as text, visual, auditory, and behavioral signals—to generate personalized educational recommendations by leveraging the complementary strengths of heterogeneous information sources.

156

Publications

9.1K

Citations

549

Authors

186

Institutions

Publications per year

2017–2026

121

Parents

Publications

156

MMGCN

Yinwei Wei, Xiang Wang, Liqiang Nie et al. · 2019 · 649 citations

, , +15

pyAudioAnalysis: An Open-Source Python Library for Audio Signal Analysis

PLoS ONE · 2015 · 453 citations · Full text

, , +14

Mining Latent Structures for Multimedia Recommendation

Jinghao Zhang, Yanqiao Zhu, Qiang Liu et al. · 2021 · 306 citations · Full text

, , +14

Personalized Fashion Recommendation with Visual Explanations based on Multimodal Attention Network

Xu Chen, Hanxiong Chen, Hongteng Xu et al. · 2019 · 268 citations · Full text

, , +15

Multi-modal Knowledge Graphs for Recommender Systems

Rui Sun, Xuezhi Cao, Yan Zhao et al. · 2020 · 261 citations

, , +15

1–5 of 156

Authors

549

  1. LN
    Liqiang Nie

    Shandong University, China

    9 publications · 1.3K citations

    9

    h-index

  2. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    8 publications · 1.3K citations

    8

    h-index

  3. YW
    Yinwei Wei

    National University of Singapore, Singapore

    6 publications · 1.3K citations

    6

    h-index

  4. XW
    Xiang Wang

    National University of Singapore, Singapore

    5 publications · 1.2K citations

    5

    h-index

  5. FL
    Fan Liu

    National University of Singapore, Singapore

    5 publications · 314 citations

    5

    h-index

1–5 of 549

Institutions

186

  1. National University of Singapore

    Singapore, Singapore

    15 h-index

    30 publications

    3.5K citations

  2. Shandong University

    Jinan, China

    10 h-index

    20 publications

    2.1K citations

  3. University of Science and Technology of China

    Hefei, China

    8 h-index

    9 publications

    1.4K citations

  4. Hefei University of Technology

    Hefei, China

    8 h-index

    18 publications

    1.5K citations

  5. Chinese Academy of Sciences

    Beijing, China

    8 h-index

    16 publications

    1.7K citations

  6. Tsinghua University

    Beijing, China

    7 h-index

    14 publications

    1.2K citations

  7. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    13 publications

    2K citations

  8. Zhejiang University

    Hangzhou, China

    5 h-index

    19 publications

    1.1K citations

1–8 of 186

Venues

  1. IEEE Transactions on Multimedia

    12 publications · 1.1K citations

    12

    h-index

  2. Expert Systems with Applications

    5 publications · 218 citations

    5

    h-index

  3. arXiv (Cornell University)

    Repository · 4 publications · 96 citations

    4

    h-index

  4. IEEE Access

    4 publications · 113 citations

    4

    h-index

  5. 4

    h-index

1–5