Concepedia

Matrix Factorization

Matrix Factorization is a dimensionality reduction technique in recommender systems that decomposes a user-item interaction matrix into lower-dimensional latent factor matrices to uncover hidden patterns governing user preferences and item characteristics.

11.2K

Publications

867.7K

Citations

18.6K

Authors

3.2K

Institutions

Publications per year

2017–2026

3.8K

Parents

Children

Publications

11.2K

Learning the parts of objects by non-negative matrix factorization

Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 14.1K citations

, , +11

Matrix Factorization Techniques for Recommender Systems

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

, , +13

Tensor Decompositions and Applications

Tamara G. Kolda, Brett W. Bader · SIAM Review · 2009 · 10.5K citations

, , +12

Factor graphs and the sum-product algorithm

Frank R. Kschischang, Brendan J. Frey, Hans‐Andrea Loeliger · IEEE Transactions on Information Theory · 2001 · 6.5K citations

, , +16

Positive matrix factorization: A non‐negative factor model with optimal utilization of error estimates of data values

Pentti Paatero, Unto Tapper · Environmetrics · 1994 · 6.3K citations

, , +14

1–5 of 11.2K

Authors

18.6K

  1. AC
    Andrzej Cichocki

    RIKEN Center for Brain Science, Japan

    86 publications · 9K citations

    46

    h-index

  2. XL
    Xin Luo

    Chongqing Institute of Green and Intelligent Technology, China

    65 publications · 6.4K citations

    43

    h-index

  3. LD
    Lieven De Lathauwer

    KU Leuven, Belgium

    44 publications · 10.9K citations

    31

    h-index

  4. ND
    Nicholas D. Sidiropoulos

    University of Minnesota, United States

    43 publications · 5.4K citations

    29

    h-index

  5. DT
    Dacheng Tao

    The University of Sydney, Australia

    41 publications · 5.3K citations

    29

    h-index

1–5 of 18.6K

Institutions

3.2K

  1. Chinese Academy of Sciences

    Beijing, China

    67 h-index

    494 publications

    32.5K citations

  2. Tsinghua University

    Beijing, China

    60 h-index

    497 publications

    41.4K citations

  3. University of Electronic Science and Technology of China

    Chengdu, China

    57 h-index

    476 publications

    24.9K citations

  4. University of Minnesota

    Minneapolis, United States

    57 h-index

    291 publications

    29.6K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    56 h-index

    200 publications

    27.2K citations

  6. National University of Singapore

    Singapore, Singapore

    56 h-index

    216 publications

    37.5K citations

  7. University of California, Berkeley

    Berkeley, United States

    55 h-index

    170 publications

    19.8K citations

  8. Stanford University

    Stanford, United States

    53 h-index

    238 publications

    41.5K citations

1–8 of 3.2K

Venues

  1. SIAM Journal on Matrix Analysis and Applications

    353 publications · 34K citations

    85

    h-index

  2. arXiv (Cornell University)

    Repository · 518 publications · 30K citations

    74

    h-index

  3. Linear Algebra and its Applications

    557 publications · 24K citations

    67

    h-index

  4. IEEE Transactions on Signal Processing

    184 publications · 14.8K citations

    59

    h-index

  5. SIAM Journal on Scientific Computing

    169 publications · 15K citations

    58

    h-index

1–5