Concepedia

High-dimensional Scatterplot Matrices

High-Dimensional Scatterplot Matrices is a visualization framework that extends traditional scatterplot matrices to enable the interactive exploration and analysis of pairwise relationships among variables in high-dimensional datasets by systematically arranging bivariate scatterplots in a grid structure while incorporating dimensionality reduction, variable ordering, and scalability techniques to mitigate visual clutter and enhance interpretability.

18

Publications

1.1K

Citations

47

Authors

29

Institutions

Publications per year

2017–2026

3

Parents

Publications

18

Empirical Guidance on Scatterplot and Dimension Reduction Technique Choices

Michael Sedlmair, Tamara Munzner, Melanie Tory · IEEE Transactions on Visualization and Computer Graphics · 2013 · 183 citations

, , +16

Geographic Brushing: Enhancing Exploratory Analysis of the Scatterplot Matrix

Mark Monmonier · Geographical Analysis · 1989 · 176 citations

, , +15

Displaying the Important Features of Large Collections of Similar Curves

M. C. Jones · The American Statistician · 1992 · 168 citations

, , +15

Exploring high-D spaces with multiform matrices and small multiples

Alan M. MacEachren, D. Xiping, Franklin A. Hardisty et al. · 2004 · 76 citations

, , +16

ScagExplorer: Exploring Scatterplots by Their Scagnostics

Leland Wilkinson · 2014 · 73 citations

, , +16

1–5 of 18

Authors

47

  1. MS
    Michael Sedlmair

    University of Stuttgart, Germany

    2 publications · 204 citations

    2

    h-index

  2. MM
    Marcus Magnor

    Technische Universität Braunschweig, Germany

    2 publications · 110 citations

    2

    h-index

  3. EA
    Elke A. Rundensteiner

    Worcester Polytechnic Institute, United States

    2 publications · 77 citations

    2

    h-index

  4. ME
    Martin Eisemann

    Technische Universität Braunschweig, Germany

    2 publications · 110 citations

    2

    h-index

  5. GA
    Geórgia Albuquerque

    Technische Universität Braunschweig, Germany

    2 publications · 110 citations

    2

    h-index

1–5 of 47

Institutions

29

  1. University of Vienna

    Vienna, Austria

    2 h-index

    2 publications

    204 citations

  2. Worcester Polytechnic Institute

    Worcester, United States

    2 h-index

    12 publications

    462 citations

  3. University Hospital Magdeburg

    Magdeburg, Germany

    2 h-index

    4 publications

    220 citations

  4. University of Illinois Chicago

    Chicago, United States

    2 h-index

    4 publications

    214 citations

  5. Technische Universität Braunschweig

    Braunschweig, Germany

    2 h-index

    6 publications

    330 citations

  6. Ghent University

    Ghent, Belgium

    1 h-index

    1 publications

    21 citations

  7. University of California, Berkeley

    Berkeley, United States

    1 h-index

    1 publications

    168 citations

  8. The University of Osaka

    Osaka, Japan

    1 h-index

    1 publications

    12 citations

1–8 of 29

Venues

  1. Computer Graphics Forum

    2 publications · 69 citations

    2

    h-index

  2. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 2 publications · 217 citations

    2

    h-index

  3. The American Statistician

    2 publications · 232 citations

    2

    h-index

  4. Scientific Visualization

    1 publications · 11 citations

    1

    h-index

  5. IEEE Symposium on Information Visualization

    Conference · 1 publications · 30 citations

    1

    h-index

1–5