Concepedia

Umap Visualization

Umap Visualization is a dimensionality reduction technique that preserves both local and global data structures by constructing a topological representation of high-dimensional data through probabilistic modeling and graph layout optimization.

5

Publications

5.9K

Citations

17

Authors

9

Institutions

Publications per year

2017–2026

5

Parents

Publications

5

Dimensionality reduction for visualizing single-cell data using UMAP

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

, , +12

Seeing data as t-SNE and UMAP do

Vivien Marx · Nature Methods · 2024 · 58 citations · Full text

, , +14

Visualizing Data using GTSNE

Songting Shi · arXiv (Cornell University) · 2021 · 27 citations · Full text

, , +11

GECO: gene expression clustering optimization app for non-linear data visualization of patterns

Amber N. Habowski, T. J. Habowski, Marian L. Waterman · BMC Bioinformatics · 2021 · 17 citations · Full text

, , +17

layerUMAP: A tool for visualizing and understanding deep learning models in biological sequence classification using UMAP

Runyu Jing, Li C. Xue, Menglong Li et al. · iScience · 2022 · 16 citations · Full text

, , +12

1–5 of 5

Authors

17

  1. JL
    Jiesi Luo

    Sichuan University, China

    1 publications · 16 citations

    1

    h-index

  2. EW
    Evan W. Newell

    Singapore Immunology Network, Singapore

    1 publications · 5.8K citations

    1

    h-index

  3. JH
    John Healy

    Ernst Strüngmann Institute for Neuroscience, Germany

    1 publications · 5.8K citations

    1

    h-index

  4. LG
    Lai Guan Ng

    Singapore Immunology Network, Singapore

    1 publications · 5.8K citations

    1

    h-index

  5. VM
    Vivien Marx

    The Nature Conservancy, United States

    1 publications · 58 citations

    1

    h-index

1–5 of 17

Institutions

9

  1. Heidelberg University

    Heidelberg, Germany

    1 h-index

    1 publications

    15 citations

  2. Southwest Medical University

    Luzhou, China

    1 h-index

    2 publications

    32 citations

  3. Guizhou Education University

    Guiyang, China

    1 h-index

    1 publications

    16 citations

  4. Agency for Science, Technology and Research

    Singapore, Singapore

    1 h-index

    6 publications

    34.5K citations

  5. Fred Hutch Cancer Center

    Seattle, United States

    1 h-index

    1 publications

    5.8K citations

  6. Naturex (France)

    Avignon, France

    1 h-index

    1 publications

    58 citations

  7. Sichuan University

    Chengdu, China

    1 h-index

    2 publications

    32 citations

  8. The Nature Conservancy

    Arlington, United States

    1 h-index

    1 publications

    58 citations

1–8 of 9

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 42 citations

    2

    h-index

  2. iScience

    1 publications · 16 citations

    1

    h-index

  3. Nature Methods

    1 publications · 58 citations

    1

    h-index

  4. Nature Biotechnology

    1 publications · 5.8K citations

    1

    h-index

  5. Neural Networks

    1 publications · 15 citations

1–5