Concepedia

Dimensionality Reduction For Scatterplot Matrices

Dimensionality Reduction for Scatterplot Matrices is a methodological framework that enables the systematic simplification of high-dimensional datasets into lower-dimensional representations while preserving pairwise variable relationships, specifically to facilitate the effective visualization and interpretation of patterns within scatterplot matrices.

14

Publications

1.3K

Citations

40

Authors

26

Institutions

Publications per year

2017–2026

5

Parents

Publications

14

Generalizing discriminant analysis using the generalized singular value decomposition

Peg Howland, H. Park · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2004 · 363 citations · Full text

, , +15

A MATLAB toolbox for Principal Component Analysis and unsupervised exploration of data structure

Davide Ballabio · Chemometrics and Intelligent Laboratory Systems · 2015 · 222 citations

, , +13

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

A Taxonomy of Visual Cluster Separation Factors

Michael Sedlmair, Andrada Tatu, Tamara Munzner et al. · Computer Graphics Forum · 2012 · 159 citations

, , +17

Clustering Visualizations of Multidimensional Data

Catherine Hurley · Journal of Computational and Graphical Statistics · 2004 · 84 citations

, , +16

1–5 of 14

Authors

40

  1. MS
    Michael Sedlmair

    University of Stuttgart, Germany

    3 publications · 363 citations

    3

    h-index

  2. TM
    Tamara Munzner

    University of British Columbia, Canada

    2 publications · 342 citations

    2

    h-index

  3. MT
    Melanie Tory

    University of Victoria, Canada

    2 publications · 342 citations

    2

    h-index

  4. CH
    Catherine Hurley

    National University of Ireland, Maynooth, Ireland

    1 publications · 84 citations

    1

    h-index

  5. DS
    Damith Senanayake

    The University of Melbourne, Australia

    1 publications · 12 citations

    1

    h-index

1–5 of 40

Institutions

26

  1. University of Vienna

    Vienna, Austria

    2 h-index

    2 publications

    204 citations

  2. University of British Columbia

    Vancouver, Canada

    2 h-index

    3 publications

    501 citations

  3. University of Victoria

    Victoria, Canada

    2 h-index

    2 publications

    342 citations

  4. Otto-von-Guericke-Universität Magdeburg

    Magdeburg, Germany

    1 h-index

    2 publications

    60 citations

  5. Hamad bin Khalifa University

    Doha, Qatar

    1 h-index

    1 publications

    21 citations

  6. National University of Ireland, Maynooth

    Maynooth, Ireland

    1 h-index

    1 publications

    84 citations

  7. Universidad Autónoma Metropolitana

    Mexico City, Mexico

    1 h-index

    1 publications

    19 citations

  8. Universidad Nacional de Entre Ríos

    Concepción del Uruguay, Argentina

    1 h-index

    3 publications

    57 citations

1–8 of 26

Venues

  1. Biomedical Signal Processing and Control

    1 publications · 19 citations

    1

    h-index

  2. 1

    h-index

  3. Control Engineering Practice

    1 publications · 61 citations

    1

    h-index

  4. Biosystems

    1 publications · 12 citations

    1

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 1 publications · 84 citations

    1

    h-index

1–5