Concepedia

Subspace Learning

Subspace Learning is a dimensionality reduction technique that identifies a lower-dimensional linear or nonlinear subspace within the original high-dimensional data space by preserving intrinsic structural relationships among data points.

3K

Publications

219.6K

Citations

6.8K

Authors

1.6K

Institutions

Publications per year

2017–2026

1.2K

Variants

Subspace Analysis

Parents

Publications

3K

Reducing the Dimensionality of Data with Neural Networks

Geoffrey E. Hinton, Ruslan Salakhutdinov · Science · 2006 · 21K citations

, , +14

Dimensionality Reduction by Learning an Invariant Mapping

Raia Hadsell, Sumit Chopra, Yann LeCun · 2006 · 5.2K citations · Full text

, , +14

Robust Recovery of Subspace Structures by Low-Rank Representation

Guangcan Liu, Zhouchen Lin, Shuicheng Yan et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 3.7K citations · Full text

, , +12

Face recognition using Laplacianfaces

Xiaofei He, Shuicheng Yan, Yuxiao Hu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 3.3K citations

, , +15

N4SID: Subspace algorithms for the identification of combined deterministic-stochastic systems

Peter Van Overschee, Bart De Moor · Automatica · 1994 · 2K citations

, , +13

1–5 of 3K

Authors

6.8K

  1. SY
    Shuicheng Yan

    National University of Singapore, Singapore

    45 publications · 13.5K citations

    32

    h-index

  2. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    49 publications · 2.9K citations

    28

    h-index

  3. RV
    René Vidal

    Johns Hopkins University, United States

    35 publications · 6.6K citations

    26

    h-index

  4. DT
    Dacheng Tao

    The University of Sydney, Australia

    29 publications · 3.2K citations

    25

    h-index

  5. ZL
    Zhouchen Lin

    Peking University, China

    25 publications · 9.1K citations

    23

    h-index

1–5 of 6.8K

Institutions

1.6K

  1. Chinese Academy of Sciences

    Beijing, China

    50 h-index

    214 publications

    21.2K citations

  2. National University of Singapore

    Singapore, Singapore

    39 h-index

    109 publications

    18.8K citations

  3. Harbin Institute of Technology

    Harbin, China

    38 h-index

    136 publications

    8.4K citations

  4. University of Illinois Urbana-Champaign

    Urbana, United States

    36 h-index

    116 publications

    19.7K citations

  5. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    35 h-index

    85 publications

    6.2K citations

  6. Nanjing University of Science and Technology

    Nanjing, China

    33 h-index

    141 publications

    6.7K citations

  7. Nanyang Technological University

    Singapore, Singapore

    33 h-index

    90 publications

    7.1K citations

  8. Tsinghua University

    Beijing, China

    30 h-index

    174 publications

    8K citations

1–8 of 1.6K

Venues

  1. IEEE Transactions on Image Processing

    92 publications · 8.1K citations

    49

    h-index

  2. 47

    h-index

  3. Pattern Recognition

    103 publications · 6.4K citations

    42

    h-index

  4. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 66 publications · 17.6K citations

    40

    h-index

  5. IEEE Transactions on Signal Processing

    89 publications · 6.1K citations

    38

    h-index

1–5