Concepedia

Collaborative Filtering

Collaborative Filtering is a recommendation technique that predicts a user's preferences by leveraging the collective behavior of other users, distinguishing itself through its reliance on user-item interaction patterns rather than content-based features.

8.3K

Publications

633.1K

Citations

17.5K

Authors

3.1K

Institutions

Publications per year

2017–2026

4.2K

Parents

Children

Publications

8.3K

Matrix Factorization Techniques for Recommender Systems

Yehuda Koren, Robert Bell, Chris Volinsky · Computer · 2009 · 11.7K citations

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Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions

Gediminas Adomavičius, Alexander Tuzhilin · IEEE Transactions on Knowledge and Data Engineering · 2005 · 10.3K citations

, , +14

Item-based collaborative filtering recommendation algorithms

Badrul Sarwar, George Karypis, Joseph A. Konstan et al. · 2001 · 9K citations

, , +11

Neural Collaborative Filtering

Xiangnan He, Lizi Liao, Hanwang Zhang et al. · 2017 · 6.6K citations · Full text

, , +15

Evaluating collaborative filtering recommender systems

Jonathan L. Herlocker, Joseph A. Konstan, Loren Terveen et al. · ACM Transactions on Information Systems · 2004 · 5.8K citations

, , +13

1–5 of 8.3K

Authors

17.5K

  1. XH
    Xiangnan He

    University of Science and Technology of China, China

    68 publications · 20.7K citations

    42

    h-index

  2. JA
    Joseph A. Konstan

    University of Minnesota, United States

    45 publications · 39.9K citations

    38

    h-index

  3. JR
    John Riedl

    University of Minnesota, United States

    41 publications · 39.1K citations

    34

    h-index

  4. BM
    Bamshad Mobasher

    DePaul University, United States

    44 publications · 5.1K citations

    31

    h-index

  5. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    37 publications · 11.9K citations

    30

    h-index

1–5 of 17.5K

Institutions

3.1K

  1. University of Minnesota

    Minneapolis, United States

    63 h-index

    265 publications

    186.1K citations

  2. University of Science and Technology of China

    Hefei, China

    61 h-index

    370 publications

    48.6K citations

  3. Tsinghua University

    Beijing, China

    58 h-index

    432 publications

    42K citations

  4. National University of Singapore

    Singapore, Singapore

    51 h-index

    198 publications

    51.6K citations

  5. Chinese Academy of Sciences

    Beijing, China

    46 h-index

    284 publications

    16.5K citations

  6. University of Technology Sydney

    Sydney, Australia

    46 h-index

    238 publications

    23.5K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    45 h-index

    141 publications

    14.8K citations

  8. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    45 h-index

    171 publications

    24.8K citations

1–8 of 3.1K

Venues

  1. Expert Systems with Applications

    336 publications · 22.3K citations

    80

    h-index

  2. Knowledge-Based Systems

    208 publications · 14.3K citations

    64

    h-index

  3. Information Sciences

    163 publications · 10K citations

    53

    h-index

  4. arXiv (Cornell University)

    Repository · 220 publications · 16.9K citations

    53

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 90 publications · 19.6K citations

    46

    h-index

1–5