Concepedia

User Cold-start Recommendation

User Cold-Start Recommendation is a recommendation approach that addresses the challenge of generating accurate recommendations for new users with little or no historical interaction data by leveraging auxiliary information such as demographic attributes, social connections, or explicit preferences, thereby distinguishing it from general recommendation methods reliant on extensive user behavior logs.

372

Publications

21.3K

Citations

1.3K

Authors

431

Institutions

Publications per year

2017–2026

215

Parents

Publications

372

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

A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem

Hyung Jun Ahn · Information Sciences · 2007 · 713 citations

, , +13

Facing the cold start problem in recommender systems

Blerina Lika, Kostas Kolomvatsos, Stathes Hadjiefthymiades · Expert Systems with Applications · 2013 · 653 citations

, , +11

A collaborative filtering approach to mitigate the new user cold start problem

Jesús Bobadilla, Fernando Ortega, Antonio Hernando et al. · Knowledge-Based Systems · 2011 · 490 citations · Full text

, , +12

Towards Conversational Recommender Systems

Konstantina Christakopoulou, Filip Radlinski, Katja Hofmann · 2016 · 407 citations

, , +15

1–5 of 372

Authors

1.3K

  1. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    6 publications · 159 citations

    6

    h-index

  2. JL
    Jingjing Li

    University of Electronic Science and Technology of China, China

    5 publications · 351 citations

    5

    h-index

  3. IC
    Iván Cantador

    Universidad Autónoma de Madrid, Spain

    4 publications · 143 citations

    4

    h-index

  4. TZ
    Tao Zhou

    University of Electronic Science and Technology of China, China

    4 publications · 382 citations

    4

    h-index

  5. FC
    Fu-Lai Chung

    Hong Kong Polytechnic University, Hong Kong SAR China

    4 publications · 147 citations

    4

    h-index

1–5 of 1.3K

Institutions

431

  1. University of Electronic Science and Technology of China

    Chengdu, China

    14 h-index

    45 publications

    2.8K citations

  2. Tsinghua University

    Beijing, China

    12 h-index

    33 publications

    1K citations

  3. Tencent (China)

    Shenzhen, China

    9 h-index

    30 publications

    2.9K citations

  4. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    9 h-index

    16 publications

    803 citations

  5. The University of Queensland

    Brisbane, Australia

    8 h-index

    9 publications

    560 citations

  6. Alibaba Group (China)

    Hangzhou, China

    7 h-index

    10 publications

    568 citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    6 h-index

    17 publications

    1.8K citations

  8. University of Illinois Chicago

    Chicago, United States

    6 h-index

    11 publications

    259 citations

1–8 of 431

Venues

  1. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 14 publications · 915 citations

    13

    h-index

  2. IEEE Access

    13 publications · 434 citations

    13

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 471 citations

    9

    h-index

  4. arXiv (Cornell University)

    Repository · 9 publications · 248 citations

    9

    h-index

  5. Expert Systems with Applications

    8 publications · 1.6K citations

    8

    h-index

1–5