Concepedia

Co-occurrence Matrix Factorization

Co-Occurrence Matrix Factorization is a dimensionality reduction technique in natural language processing that factorizes a term-context co-occurrence matrix into lower-dimensional vector representations to capture semantic relationships between words based on their distributional properties.

86

Publications

42.2K

Citations

310

Authors

149

Institutions

Publications per year

2017–2026

26

Parents

Publications

86

Glove: Global Vectors for Word Representation

Jeffrey Pennington, Richard Socher, Christopher D. Manning · 2014 · 33.8K citations

, , +14

quanteda: An R package for the quantitative analysis of textual data

Kenneth Benoit, Kohei Watanabe, H. P. Wang et al. · The Journal of Open Source Software · 2018 · 1.3K citations · Full text

, , +17

Extracting semantic representations from word co-occurrence statistics: A computational study

John A. Bullinaria, Joseph P. Levy · Behavior Research Methods · 2007 · 819 citations · Full text

, , +15

Knowledge Discovery through Co-Word Analysis.

He Qin · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · 1999 · 593 citations · Full text

, , +11

Data clustering using evidence accumulation

Ana Fred, Anil K. Jain · 2003 · 516 citations

, , +16

1–5 of 86

Authors

310

  1. RC
    Ronan Collobert

    Meta (Israel), Israel

    2 publications · 89 citations

    2

    h-index

  2. AS
    Aghiles Salah

    Université Paris Cité, France

    2 publications · 53 citations

    2

    h-index

  3. RL
    Rémi Lebret

    École Polytechnique Fédérale de Lausanne, Switzerland

    2 publications · 89 citations

    2

    h-index

  4. MN
    Mohamed Nadif

    Université Paris Cité, France

    2 publications · 53 citations

    2

    h-index

  5. JA
    John A. Bullinaria

    University of Birmingham, United Kingdom

    2 publications · 1.1K citations

    2

    h-index

1–5 of 310

Institutions

149

  1. Harbin Institute of Technology

    Harbin, China

    4 h-index

    11 publications

    422 citations

  2. Wuhan University

    Wuhan, China

    3 h-index

    7 publications

    792 citations

  3. Université Paris Cité

    Paris, France

    3 h-index

    5 publications

    123 citations

  4. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    2 h-index

    2 publications

    64 citations

  5. Délégation Paris 5

    Paris, France

    2 h-index

    3 publications

    91 citations

  6. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    9 publications

    98 citations

  7. Stanford University

    Stanford, United States

    2 h-index

    4 publications

    68K citations

  8. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    4 publications

    275 citations

1–8 of 149

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 168 citations

    3

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 125 citations

    3

    h-index

  3. Information Processing & Management

    3 publications · 276 citations

    3

    h-index

  4. Neurocomputing

    2 publications · 46 citations

    2

    h-index

  5. Behavior Research Methods

    BRM · 2 publications · 1.1K citations

    2

    h-index

1–5