Concepedia

High-dimensional Data Visualization

High-Dimensional Data Visualization is a subfield of data visualization that focuses on the graphical representation and interactive exploration of datasets with a large number of variables or dimensions, typically exceeding three, to facilitate the detection of patterns, clusters, and anomalies through dimensionality reduction, projection techniques, and multivariate encoding methods.

2.5K

Publications

234.6K

Citations

6K

Authors

1.6K

Institutions

Publications per year

2017–2026

613

Variants

Multivariate Data Visualization

Parents

Children

Publications

2.5K

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

, , +13

Complex heatmaps reveal patterns and correlations in multidimensional genomic data

Zuguang Gu, Roland Eils, Matthias Schlesner · Bioinformatics · 2016 · 10.9K citations · Full text

, , +16

UMAP: Uniform Manifold Approximation and Projection

Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software · 2018 · 9.6K citations · Full text

, , +12

Dimensionality reduction for visualizing single-cell data using UMAP

Étienne Becht, Leland McInnes, John Healy et al. · Nature Biotechnology · 2018 · 5.8K citations

, , +12

ClustVis: a web tool for visualizing clustering of multivariate data using Principal Component Analysis and heatmap

Tauno Metsalu, Jaak Vilo · Nucleic Acids Research · 2015 · 3.9K citations · Full text

, , +17

1–5 of 2.5K

Authors

6K

  1. DA
    Daniel A. Keim

    University of Konstanz, Germany

    56 publications · 4.3K citations

    31

    h-index

  2. HH
    Helwig Hauser

    University of Bergen, Norway

    22 publications · 2.3K citations

    21

    h-index

  3. KM
    Kwan‐Liu Ma

    University of California, Davis, United States

    25 publications · 1.4K citations

    19

    h-index

  4. MO
    Matthew O. Ward

    Worcester Polytechnic Institute, United States

    21 publications · 2.1K citations

    19

    h-index

  5. AT
    Alexandru Telea

    University of Groningen, Netherlands

    19 publications · 1.4K citations

    18

    h-index

1–5 of 6K

Institutions

1.6K

  1. University of California, Davis

    Davis, United States

    26 h-index

    92 publications

    4.3K citations

  2. Stanford University

    Stanford, United States

    26 h-index

    88 publications

    16.5K citations

  3. University of Konstanz

    Konstanz, Germany

    24 h-index

    118 publications

    5.5K citations

  4. University of Utah

    Salt Lake City, United States

    22 h-index

    89 publications

    8.5K citations

  5. Worcester Polytechnic Institute

    Worcester, United States

    22 h-index

    66 publications

    5.5K citations

  6. Georgia Institute of Technology

    Atlanta, United States

    21 h-index

    94 publications

    4.4K citations

  7. Universidade de São Paulo

    São Paulo, Brazil

    21 h-index

    98 publications

    4.8K citations

  8. University of Groningen

    Groningen, The Netherlands

    21 h-index

    64 publications

    3.8K citations

1–8 of 1.6K

Venues

  1. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 202 publications · 15.2K citations

    70

    h-index

  2. Computer Graphics Forum

    67 publications · 3.8K citations

    33

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 44 publications · 3.4K citations

    28

    h-index

  4. IEEE Computer Graphics and Applications

    38 publications · 2.6K citations

    24

    h-index

  5. Information Visualization

    40 publications · 2.2K citations

    24

    h-index

1–5