Concepedia

Cold-start Sequential Recommendation

Cold-Start Sequential Recommendation is a subclass of sequential recommendation that specifically addresses the challenge of generating accurate personalized item sequences for users or items with little to no historical interaction data by incorporating auxiliary information or transferable knowledge to mitigate data sparsity.

20

Publications

1.2K

Citations

78

Authors

36

Institutions

Publications per year

2017–2026

19

Parents

Publications

20

Sequential Recommendation via Stochastic Self-Attention

Ziwei Fan, Zhiwei Liu, Yu Wang et al. · Proceedings of the ACM Web Conference 2022 · 2022 · 184 citations

, , +10

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

Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer

2021 · 132 citations · Full text

, , +14

Sequential Scenario-Specific Meta Learner for Online Recommendation

Zhengxiao Du, Xiaowei Wang, Hongxia Yang et al. · 2019 · 105 citations

, , +16

Learning multiple-question decision trees for cold-start recommendation

Mingxuan Sun, Fuxin Li, Joonseok Lee et al. · 2013 · 78 citations

, , +14

1–5 of 20

Authors

78

  1. JW
    Jinpeng Wang

    Renmin University of China, China

    2 publications · 52 citations

    2

    h-index

  2. HY
    Hongxia Yang

    Alibaba Group (China), China

    2 publications · 117 citations

    2

    h-index

  3. SW
    Shu Wu

    Chinese Academy of Sciences, China

    2 publications · 247 citations

    2

    h-index

  4. ZD
    Zhengxiao Du

    Tsinghua University, China

    2 publications · 117 citations

    2

    h-index

  5. RH
    Ruining He

    University of California San Diego, United States

    2 publications · 60 citations

    2

    h-index

1–5 of 78

Institutions

36

  1. University of Chinese Academy of Sciences

    Beijing, China

    4 h-index

    10 publications

    1K citations

  2. University of Illinois Chicago

    Chicago, United States

    3 h-index

    9 publications

    1.3K citations

  3. Tsinghua University

    Beijing, China

    3 h-index

    5 publications

    249 citations

  4. Shandong Institute of Automation

    Jinan, China

    2 h-index

    2 publications

    90 citations

  5. Alibaba Group (China)

    Hangzhou, China

    2 h-index

    5 publications

    339 citations

  6. Renmin University of China

    Beijing, China

    2 h-index

    9 publications

    252 citations

  7. Beihang University

    Beijing, China

    2 h-index

    2 publications

    229 citations

  8. Sichuan University

    Chengdu, China

    1 h-index

    3 publications

    45 citations

1–8 of 36

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 26 citations

    2

    h-index

  2. 2

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 229 citations

    2

    h-index

  4. Expert Systems with Applications

    1 publications · 23 citations

    1

    h-index

  5. Information Systems

    1 publications · 68 citations

    1

    h-index

1–5