Concepedia

Manifold Visualization

Manifold Visualization is a dimensionality reduction technique that preserves the intrinsic geometric structure of high-dimensional data by projecting it into a lower-dimensional space while capturing the underlying nonlinear relationships among single cells.

24

Publications

36.6K

Citations

66

Authors

31

Institutions

Publications per year

2017–2026

8

Parents

Publications

24

Visualizing Data using t-SNE

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

, , +13

Data visualisation and manifold mapping using the ViSOM

Hujun Yin · Neural Networks · 2002 · 95 citations

, , +10

Horseshoes in multidimensional scaling and local kernel methods

The Annals of Applied Statistics · 2008 · 93 citations · Full text

, , +13

Trace Ratio Optimization-Based Semi-Supervised Nonlinear Dimensionality Reduction for Marginal Manifold Visualization

Zhao Zhang, Tommy W. S. Chow, Mingbo Zhao · IEEE Transactions on Knowledge and Data Engineering · 2012 · 92 citations

, , +11

Horseshoes in multidimensional scaling and local kernel methods

2008 · 76 citations

, , +13

1–5 of 24

Authors

66

  1. PB
    Philipp Berens

    University of Tübingen, Germany

    2 publications · 58 citations

    2

    h-index

  2. HB
    H. Barbach

    University of Kaiserslautern, Germany

    2 publications · 23 citations

    2

    h-index

  3. GS
    Gerik Scheuermann

    Leipzig University, Germany

    2 publications · 23 citations

    2

    h-index

  4. DK
    Dmitry Kobak

    University of Tübingen, Germany

    2 publications · 58 citations

    2

    h-index

  5. HH
    Hans Hagen

    University of Kaiserslautern, Germany

    2 publications · 23 citations

    2

    h-index

1–5 of 66

Institutions

31

  1. Stanford University

    Stanford, United States

    2 h-index

    12 publications

    801 citations

  2. University of Kaiserslautern

    Kaiserslautern, Germany

    2 h-index

    4 publications

    49 citations

  3. Alzheimer's Association

    Chicago, United States

    1 h-index

    2 publications

    20 citations

  4. Centre of Excellence in Mathematics

    Bangkok, Thailand

    1 h-index

    1 publications

    10 citations

  5. University of Tübingen

    Tübingen, Germany

    1 h-index

    3 publications

    78 citations

  6. Khon Kaen University

    Khon Kaen, Thailand

    1 h-index

    1 publications

    10 citations

  7. University of Helsinki

    Helsinki, Finland

    1 h-index

    3 publications

    63 citations

  8. Marche Polytechnic University

    Ancona, Italy

    1 h-index

    1 publications

    13 citations

1–8 of 31

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 85 citations

    3

    h-index

  2. The Annals of Applied Statistics

    AOAS · 2 publications · 134 citations

    2

    h-index

  3. Neural Networks

    2 publications · 105 citations

    2

    h-index

  4. Informatica

    1 publications · 24 citations

    1

    h-index

  5. Journal of Machine Learning Research

    JMLR · 1 publications · 35.7K citations

    1

    h-index

1–5