Concepedia

Dimension Reduction

Dimension Reduction is a statistical technique that belongs to the class of methods for transforming high-dimensional data into a lower-dimensional space while preserving essential structure or variation, thereby facilitating interpretation, visualization, and computational efficiency.

12K

Publications

967.3K

Citations

23K

Authors

4.3K

Institutions

Publications per year

2017–2026

3.9K

Parents

Children

Publications

12K

Reducing the Dimensionality of Data with Neural Networks

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

, , +14

Nonlinear Dimensionality Reduction by Locally Linear Embedding

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

, , +15

A Global Geometric Framework for Nonlinear Dimensionality Reduction

Joshua B. Tenenbaum, Vin de Silva, John Langford · Science · 2000 · 13.7K citations

, , +14

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

Multivariate Adaptive Regression Splines

Jerome H. Friedman · The Annals of Statistics · 1991 · 8.1K citations · Full text

, , +16

1–5 of 12K

Authors

23K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    116 publications · 7.7K citations

    49

    h-index

  2. DT
    Dacheng Tao

    The University of Sydney, Australia

    55 publications · 6.3K citations

    37

    h-index

  3. SY
    Shuicheng Yan

    National University of Singapore, Singapore

    55 publications · 11.2K citations

    35

    h-index

  4. RD
    R. Dennis Cook

    University of Minnesota, United States

    46 publications · 4.6K citations

    34

    h-index

  5. XL
    Xuelong Li

    Xi'an Institute of Optics and Precision Mechanics, China

    38 publications · 5K citations

    32

    h-index

1–5 of 23K

Institutions

4.3K

  1. University of Minnesota

    Minneapolis, United States

    63 h-index

    317 publications

    27K citations

  2. Chinese Academy of Sciences

    Beijing, China

    63 h-index

    380 publications

    28.9K citations

  3. Stanford University

    Stanford, United States

    63 h-index

    289 publications

    83.7K citations

  4. Harbin Institute of Technology

    Harbin, China

    55 h-index

    254 publications

    33.6K citations

  5. Northwestern Polytechnical University

    Xi'an, China

    54 h-index

    354 publications

    19.8K citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    53 h-index

    210 publications

    21.5K citations

  7. Nanyang Technological University

    Singapore, Singapore

    52 h-index

    219 publications

    18.1K citations

  8. Princeton University

    Princeton, United States

    52 h-index

    215 publications

    22.7K citations

1–8 of 4.3K

Venues

  1. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 165 publications · 33K citations

    78

    h-index

  2. Journal of the American Statistical Association

    156 publications · 24.8K citations

    70

    h-index

  3. Pattern Recognition

    214 publications · 18K citations

    68

    h-index

  4. arXiv (Cornell University)

    Repository · 497 publications · 31.8K citations

    65

    h-index

  5. IEEE Transactions on Image Processing

    141 publications · 13.5K citations

    64

    h-index

1–5