Concepedia

Recommendation Systems

Recommendation Systems is an information-filtering and decision-support methodology in customer analytics, data mining, e-commerce systems, and machine learning that models users and items from observed data to predict and rank unseen items by their expected relevance or utility for individual users, thereby generating personalized content or product suggestions at scale.

13.3K

Publications

908.4K

Citations

25.9K

Authors

3.9K

Institutions

Publications per year

2017–2026

6.8K

Parents

Children

Publications

13.3K

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 13.3K

Authors

25.9K

  1. XH
    Xiangnan He

    University of Science and Technology of China, China

    104 publications · 27.4K citations

    57

    h-index

  2. BM
    Bamshad Mobasher

    DePaul University, United States

    76 publications · 7.8K citations

    47

    h-index

  3. JA
    Joseph A. Konstan

    University of Minnesota, United States

    63 publications · 38.9K citations

    46

    h-index

  4. RB
    Robin Burke

    DePaul University, United States

    75 publications · 6K citations

    43

    h-index

  5. HY
    Hongzhi Yin

    The University of Queensland, Australia

    70 publications · 6.5K citations

    43

    h-index

1–5 of 25.9K

Institutions

3.9K

  1. Tsinghua University

    Beijing, China

    79 h-index

    874 publications

    70.6K citations

  2. University of Minnesota

    Minneapolis, United States

    78 h-index

    394 publications

    177.1K citations

  3. University of Science and Technology of China

    Hefei, China

    72 h-index

    512 publications

    59.5K citations

  4. National University of Singapore

    Singapore, Singapore

    64 h-index

    292 publications

    70.4K citations

  5. University of Technology Sydney

    Sydney, Australia

    60 h-index

    379 publications

    31.6K citations

  6. Chinese Academy of Sciences

    Beijing, China

    58 h-index

    465 publications

    32.5K citations

  7. Nanyang Technological University

    Singapore, Singapore

    57 h-index

    323 publications

    30.8K citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    54 h-index

    378 publications

    27.4K citations

1–8 of 3.9K

Venues

  1. Expert Systems with Applications

    381 publications · 26.6K citations

    90

    h-index

  2. Knowledge-Based Systems

    202 publications · 15K citations

    69

    h-index

  3. arXiv (Cornell University)

    Repository · 379 publications · 28.4K citations

    68

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 164 publications · 25K citations

    62

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 144 publications · 12.7K citations

    57

    h-index

1–5