Concepedia

Dimension Reduction Visualization

Dimension Reduction Visualization is a statistical visualization technique that projects high-dimensional data into a lower-dimensional space while preserving essential structural relationships to facilitate the visual interpretation and exploratory analysis of complex datasets.

90

Publications

5.6K

Citations

254

Authors

131

Institutions

Publications per year

2017–2026

30

Parents

Publications

90

On Principal Hessian Directions for Data Visualization and Dimension Reduction: Another Application of Stein's Lemma

Ker-Chau Li · Journal of the American Statistical Association · 1992 · 682 citations

, , +11

VizBin - an application for reference-independent visualization and human-augmented binning of metagenomic data

Cédric C. Laczny, Tomasz Sternal, Valentin Plugaru et al. · Microbiome · 2015 · 478 citations · Full text

, , +17

Visualizing the Hidden Activity of Artificial Neural Networks

Paulo Rauber, Samuel G. Fadel, Alexandre X. Falcão et al. · IEEE Transactions on Visualization and Computer Graphics · 2016 · 284 citations · Full text

, , +13

Multidimensional Projection for Visual Analytics: Linking Techniques with Distortions, Tasks, and Layout Enrichment

Luís Gustavo Nonato, Michaël Aupetit · IEEE Transactions on Visualization and Computer Graphics · 2018 · 274 citations

, , +12

Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization

Jarkko Venna, Jaakko Peltonen, Kristian Nybo et al. · 2010 · 270 citations

, , +15

1–5 of 90

Authors

254

  1. AT
    Alexandru Telea

    University of Groningen, Netherlands

    4 publications · 503 citations

    4

    h-index

  2. BH
    Barbara Hammer

    Bielefeld University, Germany

    3 publications · 170 citations

    3

    h-index

  3. JJ
    Jimmy Johansson

    Linköping University, Sweden

    3 publications · 166 citations

    3

    h-index

  4. PW
    Paul Wilmes

    University of Luxembourg, Luxembourg

    2 publications · 532 citations

    2

    h-index

  5. MB
    Michael Biehl

    University of Groningen, Netherlands

    2 publications · 167 citations

    2

    h-index

1–5 of 254

Institutions

131

  1. University of Groningen

    Groningen, The Netherlands

    7 h-index

    15 publications

    1.6K citations

  2. Universidade de São Paulo

    São Paulo, Brazil

    5 h-index

    12 publications

    1K citations

  3. Bielefeld University

    Bielefeld, Germany

    5 h-index

    11 publications

    539 citations

  4. Linköping University

    Linköping, Sweden

    3 h-index

    6 publications

    332 citations

  5. Lund University

    Lund, Sweden

    3 h-index

    15 publications

    396 citations

  6. University of Minnesota

    Minneapolis, United States

    3 h-index

    7 publications

    294 citations

  7. University of California, Davis

    Davis, United States

    2 h-index

    6 publications

    78 citations

  8. Princeton University

    Princeton, United States

    2 h-index

    2 publications

    22 citations

1–8 of 131

Venues

  1. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 7 publications · 956 citations

    7

    h-index

  2. Information Visualization

    5 publications · 213 citations

    5

    h-index

  3. Neurocomputing

    4 publications · 264 citations

    4

    h-index

  4. BMC Bioinformatics

    2 publications · 80 citations

    2

    h-index

  5. Biomedical Signal Processing and Control

    2 publications · 34 citations

    2

    h-index

1–5