Concepedia

Data Reduction For Visualization

Data Reduction for Visualization is a systematic method within visual computing that reduces the volume or complexity of datasets while preserving salient features relevant to visualization, thereby enabling efficient rendering and interactive exploration of large-scale data.

46

Publications

2.5K

Citations

144

Authors

85

Institutions

Publications per year

2017–2026

15

Parents

Publications

46

A Taxonomy of Clutter Reduction for Information Visualisation

G. Ellis, Alan Dix · IEEE Transactions on Visualization and Computer Graphics · 2007 · 380 citations

, , +13

<i>imMens</i>: Real‐time Visual Querying of Big Data

Zhicheng Liu, Biye Jiang, Jeffrey Heer · Computer Graphics Forum · 2013 · 318 citations

, , +17

Probing Projections: Interaction Techniques for Interpreting Arrangements and Errors of Dimensionality Reductions

Julian Stahnke, Marian Dörk, Boris Müller et al. · IEEE Transactions on Visualization and Computer Graphics · 2015 · 120 citations

, , +16

Visualization-aware sampling for very large databases

Yongjoo Park, Michael Cafarella, Barzan Mozafari · 2016 · 116 citations

, , +14

Supporting Analysis of Dimensionality Reduction Results with Contrastive Learning

Takanori Fujiwara, Oh-Hyun Kwon, Kwan‐Liu Ma · IEEE Transactions on Visualization and Computer Graphics · 2019 · 99 citations · Full text

, , +17

1–5 of 46

Authors

144

  1. SL
    Shaomeng Li

    NSF National Center for Atmospheric Research, United States

    2 publications · 92 citations

    2

    h-index

  2. KM
    Kwan‐Liu Ma

    University of California, Davis, United States

    2 publications · 142 citations

    2

    h-index

  3. HC
    Hank Childs

    Lawrence Berkeley National Laboratory, United States

    2 publications · 92 citations

    2

    h-index

  4. AP
    Alex Pang

    University of California, Santa Cruz, United States

    2 publications · 27 citations

    2

    h-index

  5. SD
    Suzana Djurcilov

    University of California, Santa Cruz, United States

    2 publications · 27 citations

    2

    h-index

1–5 of 144

Institutions

85

  1. Laboratoire d'Informatique de Paris-Nord

    Villetaneuse, France

    2 h-index

    4 publications

    176 citations

  2. Lancaster University

    Lancaster, United Kingdom

    2 h-index

    2 publications

    413 citations

  3. NSF National Center for Atmospheric Research

    Boulder, United States

    2 h-index

    4 publications

    184 citations

  4. University of Oregon

    Eugene, United States

    2 h-index

    6 publications

    276 citations

  5. University of California, Davis

    Davis, United States

    2 h-index

    4 publications

    340 citations

  6. Bielefeld University

    Bielefeld, Germany

    2 h-index

    5 publications

    221 citations

  7. University Hospital Magdeburg

    Magdeburg, Germany

    1 h-index

    2 publications

    144 citations

  8. Virginia Tech

    Blacksburg, United States

    1 h-index

    6 publications

    246 citations

1–8 of 85

Venues

  1. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 5 publications · 667 citations

    5

    h-index

  2. Computer Graphics Forum

    4 publications · 439 citations

    4

    h-index

  3. Neural Computing and Applications

    1 publications · 39 citations

    1

    h-index

  4. Nature Methods

    1 publications · 58 citations

    1

    h-index

  5. Biomedical Signal Processing and Control

    1 publications · 15 citations

    1

    h-index

1–5