Concepedia

Manifold Learning

Manifold Learning is a dimensionality reduction technique that models high-dimensional data as lying on a low-dimensional manifold embedded in the higher-dimensional space, distinguishing itself by leveraging the intrinsic geometric structure of the data to preserve local relationships during nonlinear projection.

2.3K

Publications

220.7K

Citations

5.8K

Authors

1.4K

Institutions

Publications per year

2017–2026

1.1K

Parents

Publications

2.3K

Nonlinear Dimensionality Reduction by Locally Linear Embedding

Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 15K citations

, , +15

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

Inference and analysis of cell-cell communication using CellChat

Suoqin Jin, Christian F. Guerrero‐Juarez, Lihua Zhang et al. · Nature Communications · 2021 · 8.3K citations · Full text

, , +17

Laplacian Eigenmaps for Dimensionality Reduction and Data Representation

Mikhail Belkin, Partha Niyogi · Neural Computation · 2003 · 7.7K citations

, , +13

UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Leland McInnes, John J. Healy · arXiv (Cornell University) · 2018 · 7.5K citations · Full text

, , +11

1–5 of 2.3K

Authors

5.8K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    34 publications · 3K citations

    25

    h-index

  2. XL
    Xuelong Li

    Xi'an Institute of Optics and Precision Mechanics, China

    25 publications · 1.8K citations

    21

    h-index

  3. DT
    Dacheng Tao

    The University of Sydney, Australia

    22 publications · 1.8K citations

    19

    h-index

  4. XH
    Xiaofei He

    Zhejiang University, China

    22 publications · 3.6K citations

    18

    h-index

  5. XL
    Xuelong Li

    Northwestern Polytechnical University, China

    19 publications · 894 citations

    18

    h-index

1–5 of 5.8K

Institutions

1.4K

  1. Chinese Academy of Sciences

    Beijing, China

    43 h-index

    230 publications

    18.1K citations

  2. Zhejiang University

    Hangzhou, China

    30 h-index

    177 publications

    17.2K citations

  3. Nanyang Technological University

    Singapore, Singapore

    30 h-index

    90 publications

    10.2K citations

  4. Northwestern Polytechnical University

    Xi'an, China

    28 h-index

    125 publications

    6.9K citations

  5. Tsinghua University

    Beijing, China

    27 h-index

    103 publications

    7.7K citations

  6. Peking University

    Beijing, China

    24 h-index

    94 publications

    6.7K citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    24 h-index

    84 publications

    8K citations

  8. Xidian University

    Xi'an, China

    23 h-index

    114 publications

    5.6K citations

1–8 of 1.4K

Venues

  1. arXiv (Cornell University)

    Repository · 155 publications · 16.7K citations

    40

    h-index

  2. 37

    h-index

  3. IEEE Transactions on Image Processing

    50 publications · 6.1K citations

    34

    h-index

  4. IEEE Transactions on Cybernetics

    47 publications · 2.9K citations

    29

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 50 publications · 3K citations

    28

    h-index

1–5