Concepedia

Sparse Data Recommendation

Sparse Data Recommendation is a recommendation approach that addresses the challenge of limited user-item interaction data by leveraging cross-domain knowledge transfer to improve prediction accuracy in domains with insufficient training samples.

366

Publications

28.3K

Citations

1.2K

Authors

359

Institutions

Publications per year

2017–2026

231

Parents

Publications

366

Wide & Deep Learning for Recommender Systems

Heng-Tze Cheng, Levent Koç, Jeremiah Harmsen et al. · 2016 · 3.3K citations · Full text

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Collaborative Deep Learning for Recommender Systems

Hao Wang, Naiyan Wang, Dit‐Yan Yeung · 2015 · 1.7K citations

, , +11

Fast Matrix Factorization for Online Recommendation with Implicit Feedback

Xiangnan He, Hanwang Zhang, Min‐Yen Kan et al. · 2016 · 1K citations

, , +11

Learning to recommend with social trust ensemble

Hao Ma, Irwin King, Michael R. Lyu · 2009 · 869 citations

, , +13

SLIM: Sparse Linear Methods for Top-N Recommender Systems

Xia Ning, George Karypis · 2011 · 738 citations

, , +10

1–5 of 366

Authors

1.2K

  1. JL
    Jie Lü

    University of Technology Sydney, Australia

    8 publications · 265 citations

    8

    h-index

  2. CH
    Chao Huang

    University of Hong Kong, Hong Kong SAR China

    7 publications · 762 citations

    7

    h-index

  3. CC
    Chaochao Chen

    Zhejiang University, China

    7 publications · 545 citations

    7

    h-index

  4. XZ
    Xiaolin Zheng

    Zhejiang University, China

    6 publications · 348 citations

    6

    h-index

  5. HY
    Hongzhi Yin

    The University of Queensland, Australia

    6 publications · 761 citations

    6

    h-index

1–5 of 1.2K

Institutions

359

  1. Tsinghua University

    Beijing, China

    18 h-index

    76 publications

    3.7K citations

  2. University of Technology Sydney

    Sydney, Australia

    14 h-index

    41 publications

    1.7K citations

  3. Beijing University of Posts and Telecommunications

    Beijing, China

    12 h-index

    36 publications

    2.2K citations

  4. Zhejiang University

    Hangzhou, China

    11 h-index

    39 publications

    1.5K citations

  5. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    10 h-index

    23 publications

    6.9K citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    10 h-index

    27 publications

    716 citations

  7. Tencent (China)

    Shenzhen, China

    10 h-index

    26 publications

    1.5K citations

  8. Shandong University

    Jinan, China

    9 h-index

    21 publications

    1.4K citations

1–8 of 359

Venues

  1. arXiv (Cornell University)

    Repository · 19 publications · 1.2K citations

    13

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 12 publications · 865 citations

    11

    h-index

  3. IEEE Access

    12 publications · 286 citations

    11

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 10 publications · 1.4K citations

    10

    h-index

  5. ACM Transactions on Information Systems

    7 publications · 404 citations

    7

    h-index

1–5