Concepedia

Side Information Utilization

Side Information Utilization is the systematic integration of auxiliary data beyond user-item interactions—such as user profiles, item attributes, or social relationships—into recommendation models to alleviate data sparsity and enhance predictive accuracy in cold-start scenarios.

369

Publications

23K

Citations

1.1K

Authors

430

Institutions

Publications per year

2017–2026

163

Parents

Publications

369

A Survey on Network Embedding

Peng Cui, Xiao Wang, Jian Pei et al. · IEEE Transactions on Knowledge and Data Engineering · 2018 · 1.3K citations

, , +8

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

Efficient use of side information in multiple-antenna data transmission over fading channels

Aradhana Narula, Michael J. Lopez, M.D. Trott et al. · IEEE Journal on Selected Areas in Communications · 1998 · 757 citations

, , +17

Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation

Hongwei Wang, Fuzheng Zhang, Miao Zhao et al. · 2019 · 551 citations · Full text

, , +16

Wyner-Ziv coding of motion video

A. Aaron, Rui Zhang, Bernd Girod · 2003 · 513 citations

, , +13

1–5 of 369

Authors

1.1K

  1. BG
    Bernd Girod

    Stanford University, United States

    6 publications · 1.3K citations

    6

    h-index

  2. LN
    Liqiang Nie

    Shandong University, China

    5 publications · 683 citations

    5

    h-index

  3. XW
    Xiang Wang

    National University of Singapore, Singapore

    4 publications · 552 citations

    4

    h-index

  4. IS
    Inderjit S. Dhillon

    The University of Texas at Austin, United States

    4 publications · 206 citations

    4

    h-index

  5. MR
    Miguel R. D. Rodrigues

    University College London, United Kingdom

    4 publications · 49 citations

    4

    h-index

1–5 of 1.1K

Institutions

430

  1. Michigan State University

    East Lansing, United States

    11 h-index

    28 publications

    2K citations

  2. Tsinghua University

    Beijing, China

    8 h-index

    21 publications

    4.5K citations

  3. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    15 publications

    1.3K citations

  4. University of Minnesota

    Minneapolis, United States

    7 h-index

    15 publications

    677 citations

  5. Stanford University

    Stanford, United States

    7 h-index

    15 publications

    3.8K citations

  6. Zhejiang University

    Hangzhou, China

    6 h-index

    10 publications

    411 citations

  7. City University of Hong Kong

    Hong Kong, Hong Kong

    6 h-index

    9 publications

    536 citations

  8. University of Science and Technology of China

    Hefei, China

    6 h-index

    14 publications

    843 citations

1–8 of 430

Venues

  1. arXiv (Cornell University)

    Repository · 22 publications · 620 citations

    17

    h-index

  2. IEEE Transactions on Information Theory

    9 publications · 503 citations

    9

    h-index

  3. IEEE Transactions on Image Processing

    9 publications · 416 citations

    9

    h-index

  4. IEEE Access

    9 publications · 308 citations

    9

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 9 publications · 2.4K citations

    9

    h-index

1–5