Concepedia

Self-organizing Map Visualization

Self-Organizing Map Visualization is a dimensionality reduction and data visualization technique that projects high-dimensional data onto a low-dimensional regular grid of nodes, preserving topological relationships through competitive learning and neighborhood-based adaptation.

285

Publications

14.2K

Citations

642

Authors

311

Institutions

Publications per year

2017–2026

31

Parents

Publications

285

Engineering applications of the self-organizing map

Teuvo Kohonen, Erkki Oja, Olli Simula et al. · Proceedings of the IEEE · 1996 · 850 citations

, , +12

SOM-based data visualization methods

Juha Vesanto · Intelligent Data Analysis · 1999 · 744 citations

, , +12

Artificial neural networks for feature extraction and multivariate data projection

Jianchang Mao, Anil K. Jain · IEEE Transactions on Neural Networks · 1995 · 664 citations

, , +13

Analysis of gene expression data using self‐organizing maps

Petri Törönen, Mikko Kolehmainen, Garry Wong et al. · FEBS Letters · 1999 · 550 citations · Full text

, , +9

WEBSOM – Self-organizing maps of document collections

Samuel Kaski, Timo Honkela, Krista Lagus et al. · Neurocomputing · 1998 · 495 citations

, , +14

1–5 of 285

Authors

642

  1. TK
    Teuvo Kohonen

    University of Helsinki, Finland

    11 publications · 1.8K citations

    11

    h-index

  2. SK
    Samuel Kaski

    Aalto University, Finland

    10 publications · 1.3K citations

    10

    h-index

  3. AR
    Andreas Rauber

    TU Wien, Austria

    6 publications · 207 citations

    6

    h-index

  4. PS
    Peter Sarlin

    Åbo Akademi University, Finland

    6 publications · 133 citations

    6

    h-index

  5. TS
    Tobias Schreck

    University of Konstanz, Germany

    5 publications · 333 citations

    5

    h-index

1–5 of 642

Institutions

311

  1. University of Helsinki

    Helsinki, Finland

    11 h-index

    32 publications

    4.1K citations

  2. Åbo Akademi University

    Turku, Finland

    10 h-index

    15 publications

    457 citations

  3. Turku Centre for Computer Science

    Turku, Finland

    7 h-index

    11 publications

    283 citations

  4. Tohoku University

    Sendai, Japan

    6 h-index

    17 publications

    678 citations

  5. Oklahoma State University

    Stillwater, United States

    4 h-index

    9 publications

    141 citations

  6. Fraunhofer Institute for Computer Graphics Research

    Darmstadt, Germany

    4 h-index

    4 publications

    303 citations

  7. The University of Tokyo

    Tokyo, Japan

    4 h-index

    9 publications

    275 citations

  8. Johannes Kepler University of Linz

    Linz, Austria

    4 h-index

    14 publications

    621 citations

1–8 of 311

Venues

  1. IEEE Transactions on Neural Networks

    10 publications · 1.3K citations

    10

    h-index

  2. Neural Networks

    4 publications · 273 citations

    4

    h-index

  3. Aaltodoc (Aalto University)

    Repository · 4 publications · 169 citations

    4

    h-index

  4. Neurocomputing

    4 publications · 558 citations

    4

    h-index

  5. Information Visualization

    3 publications · 176 citations

    3

    h-index

1–5