Concepedia

Cold-start Problem

The Cold-Start Problem is a challenge in collaborative filtering and information filtering systems wherein the system cannot generate accurate recommendations for new users, items, or contexts due to the absence of sufficient historical interaction data.

814

Publications

47.6K

Citations

2.5K

Authors

746

Institutions

Publications per year

2017–2026

521

Parents

Publications

814

Methods and metrics for cold-start recommendations

Andrew I. Schein, Alexandrin Popescul, Lyle Ungar et al. · 2002 · 1.7K citations · Full text

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A matrix factorization technique with trust propagation for recommendation in social networks

Mohsen Jamali, Martin Ester · 2010 · 1.7K citations

, , +15

Towards Total Recall in Industrial Anomaly Detection

Karsten Roth, Latha Pemula, Joaquin Zepeda et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 1.4K citations

, , +17

RippleNet

2018 · 1.1K citations · Full text

, , +16

Deep content-based music recommendation

Aäron van den Oord, Sander Dieleman, Benjamin Schrauwen · Ghent University Academic Bibliography (Ghent University) · 2013 · 1K citations · Full text

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1–5 of 814

Authors

2.5K

  1. HY
    Hongzhi Yin

    The University of Queensland, Australia

    6 publications · 587 citations

    7

    h-index

  2. XH
    Xiangnan He

    University of Science and Technology of China, China

    6 publications · 546 citations

    6

    h-index

  3. ME
    Martin Ester

    Simon Fraser University, Canada

    6 publications · 2.7K citations

    6

    h-index

  4. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    6 publications · 320 citations

    6

    h-index

  5. SK
    Sang‐Wook Kim

    Hanyang University, South Korea

    6 publications · 123 citations

    6

    h-index

1–5 of 2.5K

Institutions

746

  1. Tsinghua University

    Beijing, China

    20 h-index

    93 publications

    3.3K citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    16 h-index

    43 publications

    3K citations

  3. Tencent (China)

    Shenzhen, China

    16 h-index

    50 publications

    4.3K citations

  4. Chinese Academy of Sciences

    Beijing, China

    14 h-index

    37 publications

    7K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    13 h-index

    43 publications

    1.3K citations

  6. University of Science and Technology of China

    Hefei, China

    12 h-index

    29 publications

    1.6K citations

  7. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    12 h-index

    20 publications

    954 citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    12 h-index

    34 publications

    3.2K citations

1–8 of 746

Venues

  1. IEEE Access

    28 publications · 848 citations

    18

    h-index

  2. arXiv (Cornell University)

    Repository · 29 publications · 725 citations

    18

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 18 publications · 1.3K citations

    16

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 17 publications · 2K citations

    15

    h-index

  5. Expert Systems with Applications

    12 publications · 1.3K citations

    12

    h-index

1–5