Concepedia

Data Sparsity Handling

Data Sparsity Handling is a methodological approach in session-based recommendation systems that addresses the challenge of limited user interaction data by exploiting structural, sequential, or semantic patterns to improve recommendation accuracy in sparse data environments.

345

Publications

25.8K

Citations

1.2K

Authors

390

Institutions

Publications per year

2017–2026

202

Parents

Publications

345

SoRec

Hao Ma, Haixuan Yang, Michael R. Lyu et al. · 2008 · 1.4K citations

, , +12

A biterm topic model for short texts

Xiaohui Yan, Jiafeng Guo, Yanyan Lan et al. · 2013 · 1.1K citations

, , +14

Eyeriss v2: A Flexible Accelerator for Emerging Deep Neural Networks on Mobile Devices

Yu-Hsin Chen, Tien-Ju Yang, Joel Emer et al. · IEEE Journal on Emerging and Selected Topics in Circuits and Systems · 2019 · 1.1K citations · Full text

, , +16

Unifying user-based and item-based collaborative filtering approaches by similarity fusion

Jun Wang, Arjen P. de Vries, Marcel Reinders · 2006 · 849 citations

, , +14

SLIM: Sparse Linear Methods for Top-N Recommender Systems

Xia Ning, George Karypis · 2011 · 738 citations

, , +10

1–5 of 345

Authors

1.2K

  1. QY
    Qiang Yang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    8 publications · 763 citations

    8

    h-index

  2. MR
    Michael R. Lyu

    Chinese University of Hong Kong, Hong Kong SAR China

    6 publications · 1.9K citations

    6

    h-index

  3. GK
    George Karypis

    University of Minnesota, United States

    5 publications · 1.6K citations

    5

    h-index

  4. IK
    Irwin King

    Chinese University of Hong Kong, Hong Kong SAR China

    5 publications · 1.9K citations

    5

    h-index

  5. HS
    Haşim Sak

    Google (United States), United States

    4 publications · 378 citations

    4

    h-index

1–5 of 1.2K

Institutions

390

  1. Tsinghua University

    Beijing, China

    13 h-index

    40 publications

    2.2K citations

  2. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    10 h-index

    23 publications

    1.8K citations

  3. Shanghai Jiao Tong University

    Shanghai, China

    9 h-index

    24 publications

    1.5K citations

  4. Tencent (China)

    Shenzhen, China

    8 h-index

    19 publications

    1.5K citations

  5. University of Electronic Science and Technology of China

    Chengdu, China

    8 h-index

    20 publications

    1K citations

  6. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    8 h-index

    25 publications

    8.1K citations

  7. University of Technology Sydney

    Sydney, Australia

    7 h-index

    15 publications

    567 citations

  8. Zhejiang University

    Hangzhou, China

    6 h-index

    16 publications

    1.3K citations

1–8 of 390

Venues

  1. arXiv (Cornell University)

    Repository · 19 publications · 711 citations

    12

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 507 citations

    9

    h-index

  3. IEEE Access

    9 publications · 249 citations

    9

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 7 publications · 484 citations

    7

    h-index

  5. Expert Systems with Applications

    5 publications · 563 citations

    5

    h-index

1–5