Concepedia

Non-negative Matrix Factorization

Non-Negative Matrix Factorization is a matrix decomposition method in unsupervised learning that factorizes a non-negative data matrix into the product of two lower-dimensional, non-negative matrices, capturing latent features through additive, parts-based representations.

3.2K

Publications

245K

Citations

8.1K

Authors

2.1K

Institutions

Publications per year

2017–2026

1.4K

Parents

Publications

3.2K

Learning the parts of objects by non-negative matrix factorization

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

, , +11

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

Algorithms for Non-negative Matrix Factorization

Daniel D. Lee, H. Sebastian Seung · 2000 · 5.5K citations

, , +15

ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION

D Seung, Lin-Wen Lee · 2001 · 4.8K citations

, , +15

Factorization meets the neighborhood

Yehuda Koren · 2008 · 3.9K citations

, , +3

1–5 of 3.2K

Authors

8.1K

  1. XL
    Xin Luo

    Chongqing Institute of Green and Intelligent Technology, China

    39 publications · 4.2K citations

    29

    h-index

  2. AC
    Andrzej Cichocki

    RIKEN Center for Brain Science, Japan

    36 publications · 3.3K citations

    28

    h-index

  3. NG
    Nicolas Gillis

    University of Mons, Belgium

    26 publications · 1.6K citations

    22

    h-index

  4. HP
    Haesun Park

    Georgia Institute of Technology, United States

    26 publications · 4.8K citations

    21

    h-index

  5. CF
    Cédric Févotte

    Centre National de la Recherche Scientifique, France

    25 publications · 4.1K citations

    21

    h-index

1–5 of 8.1K

Institutions

2.1K

  1. Centre National de la Recherche Scientifique

    Paris, France

    39 h-index

    171 publications

    13.4K citations

  2. Chinese Academy of Sciences

    Beijing, China

    37 h-index

    173 publications

    10K citations

  3. Guangdong University of Technology

    Guangzhou, China

    31 h-index

    116 publications

    6.6K citations

  4. Tsinghua University

    Beijing, China

    28 h-index

    121 publications

    6.6K citations

  5. Xi'an Jiaotong University

    Xi'an, China

    27 h-index

    134 publications

    6.5K citations

  6. Georgia Institute of Technology

    Atlanta, United States

    27 h-index

    106 publications

    9K citations

  7. University of Electronic Science and Technology of China

    Chengdu, China

    27 h-index

    125 publications

    6.5K citations

  8. RIKEN Center for Brain Science

    Wako, Japan

    27 h-index

    56 publications

    5.2K citations

1–8 of 2.1K

Venues

  1. Neurocomputing

    77 publications · 3.2K citations

    35

    h-index

  2. 33

    h-index

  3. Pattern Recognition

    45 publications · 3.6K citations

    32

    h-index

  4. IEEE Transactions on Image Processing

    36 publications · 3.7K citations

    30

    h-index

  5. arXiv (Cornell University)

    Repository · 91 publications · 5.2K citations

    30

    h-index

1–5