Concepedia

Cold-start Session Recommendation

Cold-Start Session Recommendation is a session-based recommendation approach that specifically addresses the challenge of making accurate recommendations in sessions where no prior interaction history is available, thereby distinguishing itself from general session-based methods by focusing on initial-user or first-time interaction scenarios.

11

Publications

336

Citations

48

Authors

29

Institutions

Publications per year

2017–2026

7

Parents

Publications

11

Large Language Model Simulator for Cold-Start Recommendation

Feiran Huang, Yuanchen Bei, Zhenghang Yang et al. · 2025 · 55 citations · Full text

, , +13

Joint Personalized Markov Chains with social network embedding for cold-start recommendation

Yijia Zhang, Zhenkun Shi, Wanli Zuo et al. · Neurocomputing · 2019 · 46 citations

, , +13

A probabilistic model for recommending to new cold-start non-registered users

Antonio Hernando, Jesús Bobadilla, Fernando Ortega et al. · Information Sciences · 2016 · 41 citations

, , +12

Leveraging Distribution Alignment via Stein Path for Cross-Domain Cold-Start Recommendation

Weiming Liu, Jiajie Su, Chaochao Chen et al. · Neural Information Processing Systems · 2021 · 38 citations

, , +10

G<sup>3</sup>SR: Global Graph Guided Session-Based Recommendation

IEEE Transactions on Neural Networks and Learning Systems · 2022 · 32 citations

, , +15

1–5 of 11

Authors

48

  1. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    2 publications · 70 citations

    2

    h-index

  2. SO
    Sejoon Oh

    Seoul National University, South Korea

    1 publications · 22 citations

    1

    h-index

  3. WZ
    Wanli Zuo

    Jilin University, China

    1 publications · 46 citations

    1

    h-index

  4. CC
    Chien Chin Chen

    National Taiwan University, Taiwan

    1 publications · 23 citations

    1

    h-index

  5. HL
    Hanqing Lu

    Chinese Academy of Sciences, China

    1 publications · 23 citations

    1

    h-index

1–5 of 48

Institutions

29

  1. University of Illinois Chicago

    Chicago, United States

    3 h-index

    3 publications

    102 citations

  2. Central South University

    Changsha, China

    1 h-index

    1 publications

    55 citations

  3. Nanjing University of Science and Technology

    Nanjing, China

    1 h-index

    5 publications

    125 citations

  4. Chinese Academy of Sciences

    Beijing, China

    1 h-index

    5 publications

    115 citations

  5. Alibaba Group (China)

    Hangzhou, China

    1 h-index

    1 publications

    55 citations

  6. Ministry of Education of the People's Republic of China

    Beijing, China

    1 h-index

    5 publications

    230 citations

  7. Jilin Province Science and Technology Department

    Changchun, China

    1 h-index

    4 publications

    184 citations

  8. Ghent University

    Ghent, Belgium

    1 h-index

    3 publications

    48 citations

1–8 of 29

Venues

  1. Neurocomputing

    2 publications · 71 citations

    2

    h-index

  2. World Wide Web

    1 publications · 15 citations

    1

    h-index

  3. Applied Intelligence

    1 publications · 23 citations

    1

    h-index

  4. Information Sciences

    1 publications · 41 citations

    1

    h-index

  5. Neural Information Processing Systems

    Conference · 1 publications · 38 citations

    1

    h-index

1–5