Concepedia

Manifold Learning Visualization

Manifold Learning Visualization is a computational technique within single-cell data analysis that reduces high-dimensional gene expression profiles into lower-dimensional embeddings by preserving intrinsic geometric structures, thereby enabling the visualization of cell-level relationships as distinct patterns in two- or three-dimensional space.

8

Publications

636

Citations

29

Authors

14

Institutions

Publications per year

2017–2026

1

Parents

Publications

8

Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization

Jarkko Venna, Jaakko Peltonen, Kristian Nybo et al. · 2010 · 270 citations

, , +15

Information Retrieval Perspective to Nonlinear Dimensionality Reduction for Data Visualization

VennaJarkko, PeltonenJaakko, NyboKristian et al. · Journal of Machine Learning Research · 2010 · 181 citations

, , +15

Multi-Scale Local Context Embedding for LiDAR Point Cloud Classification

Rong Huang, Danfeng Hong, Yusheng Xu et al. · IEEE Geoscience and Remote Sensing Letters · 2019 · 53 citations · Full text

, , +15

Manifold Learning for Visualizing and Analyzing High-dimensional Data

Junping Zhang, Hua Huang, Jue Wang · IEEE Intelligent Systems · 2010 · 46 citations

, , +12

Manifold learning visualization of network traffic data

Neal Patwari, Alfred O. Hero, Adam Pacholski · 2005 · 32 citations

, , +17

1–5 of 8

Authors

29

  1. DH
    Danfeng Hong

    Chinese Academy of Sciences, China

    1 publications · 53 citations

    1

    h-index

  2. BA
    Banchar Arnonkijpanich

    Khon Kaen University, Thailand

    1 publications · 10 citations

    1

    h-index

  3. AP
    Adam Pacholski

    University of Michigan, United States

    1 publications · 32 citations

    1

    h-index

  4. SK
    Samuel Kaski

    Aalto University, Finland

    1 publications · 270 citations

    1

    h-index

  5. NP
    Neal Patwari

    University of Utah, United States

    1 publications · 32 citations

    1

    h-index

1–5 of 29

Institutions

14

  1. University of Michigan

    Ann Arbor, United States

    1 h-index

    3 publications

    96 citations

  2. Bielefeld University

    Bielefeld, Germany

    1 h-index

    1 publications

    10 citations

  3. Fudan University

    Shanghai, China

    1 h-index

    1 publications

    46 citations

  4. Centre of Excellence in Mathematics

    Bangkok, Thailand

    1 h-index

    1 publications

    10 citations

  5. Shandong Institute of Automation

    Jinan, China

    1 h-index

    1 publications

    46 citations

  6. University of Cagliari

    Cagliari, Italy

    1 h-index

    4 publications

    68 citations

  7. Technical University of Munich

    Munich, Germany

    1 h-index

    4 publications

    212 citations

  8. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    1 h-index

    1 publications

    53 citations

1–8 of 14

Venues

  1. IEEE Geoscience and Remote Sensing Letters

    GRSL · 1 publications · 53 citations

    1

    h-index

  2. Plasma Physics and Controlled Fusion

    1 publications · 17 citations

    1

    h-index

  3. Journal of Machine Learning Research

    JMLR · 1 publications · 181 citations

    1

    h-index

  4. IEEE Transactions on Neural Networks

    1 publications · 27 citations

    1

    h-index

  5. IEEE Intelligent Systems

    1 publications · 46 citations

    1

    h-index

1–5