Concepedia

Cold-start Item Modeling

Cold-Start Item Modeling is an academic research area within item modeling that focuses on developing methods to represent and predict item properties or behaviors in recommendation systems when little to no historical interaction data is available for the item.

9

Publications

1.1K

Citations

45

Authors

21

Institutions

Publications per year

2017–2026

5

Parents

Publications

9

Collaborative filtering and deep learning based recommendation system for cold start items

Wei Jian, Jianhua He, Kai Chen et al. · Expert Systems with Applications · 2016 · 714 citations · Full text

, , +16

Movie genome: alleviating new item cold start in movie recommendation

Yashar Deldjoo, Maurizio Ferrari Dacrema, Mihai Gabriel Constantin et al. · User Modeling and User-Adapted Interaction · 2019 · 85 citations · Full text

, , +14

Attribute Graph Neural Networks for Strict Cold Start Recommendation

Tieyun Qian, Yile Liang, Qing Li et al. · IEEE Transactions on Knowledge and Data Engineering · 2020 · 83 citations · Full text

, , +15

HRS-CE: A hybrid framework to integrate content embeddings in recommender systems for cold start items

Fahad Anwaar, Naima Iltaf, Hammad Afzal et al. · Journal of Computational Science · 2018 · 57 citations · Full text

, , +16

Quantifying and Mitigating Popularity Bias in Conversational Recommender Systems

Allen Lin, Jianling Wang, Ziwei Zhu et al. · Proceedings of the 31st ACM International Conference on Information & Knowledge Management · 2022 · 38 citations · Full text

, , +15

1–5 of 9

Authors

45

  1. AE
    Anne E. Boyer

    Centers for Disease Control and Prevention, United States

    1 publications · 18 citations

    1

    h-index

  2. ZZ
    Ziwei Zhu

    Texas A&M University, United States

    1 publications · 38 citations

    1

    h-index

  3. WJ
    Wei Jian

    Purdue University West Lafayette, United States

    1 publications · 714 citations

    1

    h-index

  4. OA
    Oren Anava

    Technion – Israel Institute of Technology, Israel

    1 publications · 26 citations

    1

    h-index

  5. AB
    Armelle Brun

    Laboratoire Lorrain de Recherche en Informatique et ses Applications, France

    1 publications · 18 citations

    1

    h-index

1–5 of 45

Institutions

21

  1. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    6 publications

    1.5K citations

  2. National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”

    Kyiv, Ukraine

    1 h-index

    1 publications

    18 citations

  3. East China Normal University

    Shanghai, China

    1 h-index

    1 publications

    17 citations

  4. Hanyang University

    Seoul, South Korea

    1 h-index

    3 publications

    48 citations

  5. IBM Research (China)

    Beijing, China

    1 h-index

    1 publications

    17 citations

  6. Rutgers, The State University of New Jersey

    New Brunswick, United States

    1 h-index

    1 publications

    83 citations

  7. Texas A&M University

    College Station, United States

    1 h-index

    3 publications

    114 citations

  8. Wuhan University

    Wuhan, China

    1 h-index

    2 publications

    166 citations

1–8 of 21

Venues

  1. Expert Systems with Applications

    2 publications · 730 citations

    2

    h-index

  2. Journal of Computational Science

    1 publications · 57 citations

    1

    h-index

  3. 1

    h-index

  4. Journal of Intelligent Information Systems

    1 publications · 18 citations

    1

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 1 publications · 83 citations

    1

    h-index

1–5