Concepedia

Dimensionality Reduction

Dimensionality Reduction is a subfield of Data Analytics that reduces the number of random variables under consideration by identifying a smaller set of latent or transformed features while preserving essential structure or information in the data.

41.6K

Publications

3.5M

Citations

72.1K

Authors

8.2K

Institutions

Publications per year

2017–2026

15.8K

Parents

Children

Publications

41.6K

Visualizing Data using t-SNE

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

, , +13

Reducing the Dimensionality of Data with Neural Networks

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

, , +14

Convergent and discriminant validation by the multitrait-multimethod matrix.

Donald T. Campbell, Donald W. Fiske · Psychological Bulletin · 1959 · 17.1K citations · Full text

, , +6

A Tutorial on Support Vector Machines for Pattern Recognition

Christopher J. C. Burges · Data Mining and Knowledge Discovery · 1998 · 16.4K citations

, , +13

Nonlinear Dimensionality Reduction by Locally Linear Embedding

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

, , +15

1–5 of 41.6K

Authors

72.1K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    262 publications · 21.9K citations

    77

    h-index

  2. DT
    Dacheng Tao

    The University of Sydney, Australia

    141 publications · 18K citations

    69

    h-index

  3. XL
    Xuelong Li

    Xi'an Institute of Optics and Precision Mechanics, China

    106 publications · 14.9K citations

    59

    h-index

  4. SY
    Shuicheng Yan

    National University of Singapore, Singapore

    114 publications · 24.9K citations

    56

    h-index

  5. YX
    Yong Xu

    Harbin Institute of Technology, China

    81 publications · 9.2K citations

    53

    h-index

1–5 of 72.1K

Institutions

8.2K

  1. Stanford University

    Stanford, United States

    125 h-index

    877 publications

    259.1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    119 h-index

    2K publications

    167.8K citations

  3. University of California, Berkeley

    Berkeley, United States

    107 h-index

    696 publications

    101.3K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    105 h-index

    938 publications

    101.5K citations

  5. Nanyang Technological University

    Singapore, Singapore

    100 h-index

    829 publications

    64K citations

  6. Harbin Institute of Technology

    Harbin, China

    98 h-index

    1.1K publications

    93.8K citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    98 h-index

    669 publications

    143.5K citations

  8. Tsinghua University

    Beijing, China

    96 h-index

    1.4K publications

    94.4K citations

1–8 of 8.2K

Venues

  1. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 494 publications · 153.9K citations

    167

    h-index

  2. arXiv (Cornell University)

    Repository · 1.7K publications · 103.6K citations

    129

    h-index

  3. IEEE Transactions on Geoscience and Remote Sensing

    562 publications · 72.1K citations

    127

    h-index

  4. Pattern Recognition

    979 publications · 74.2K citations

    123

    h-index

  5. IEEE Transactions on Image Processing

    511 publications · 57.3K citations

    122

    h-index

1–5