Concepedia

Principal Components

Principal Components is a statistical construct that represents the orthogonal directions of maximum variance in a dataset, derived through linear transformation to reduce dimensionality while preserving the greatest amount of information.

11.3K

Publications

914.9K

Citations

33K

Authors

6.8K

Institutions

Publications per year

2017–2026

2.2K

Parents

Publications

11.3K

Reducing the Dimensionality of Data with Neural Networks

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

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Nanostructured High‐Entropy Alloys with Multiple Principal Elements: Novel Alloy Design Concepts and Outcomes

J.‐W. Yeh, Swe-Kai Chen, Sung‐Jan Lin et al. · Advanced Engineering Materials · 2004 · 14.7K citations

, , +12

Eigenfaces for Recognition

Matthew Turk, Alex Pentland · Journal of Cognitive Neuroscience · 1991 · 13.8K citations · Full text

, , +14

Principal component analysis

Svante Wold, Kim H. Esbensen, Paul Geladi · Chemometrics and Intelligent Laboratory Systems · 1987 · 11.5K citations

, , +5

Principal components analysis corrects for stratification in genome-wide association studies

Alkes L. Price, Nick J. Patterson, Robert M. Plenge et al. · Nature Genetics · 2006 · 10.7K citations

, , +12

1–5 of 11.3K

Authors

33K

  1. IT
    Ian T. Jolliffe

    University of Aberdeen, United Kingdom

    22 publications · 13.6K citations

    21

    h-index

  2. SW
    Svante Wold

    Umeå University, Sweden

    20 publications · 17.7K citations

    19

    h-index

  3. WJ
    W. J. Krzanowski

    University of Exeter, United Kingdom

    16 publications · 1.9K citations

    16

    h-index

  4. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    19 publications · 901 citations

    16

    h-index

  5. JK
    Jeremy K. Nicholson

    Imperial College London, United Kingdom

    16 publications · 1.4K citations

    15

    h-index

1–5 of 33K

Institutions

6.8K

  1. Stanford University

    Stanford, United States

    47 h-index

    141 publications

    57.9K citations

  2. University of California, Davis

    Davis, United States

    46 h-index

    169 publications

    16.7K citations

  3. Harvard University

    Cambridge, United States

    44 h-index

    187 publications

    47.5K citations

  4. University of Washington

    Seattle, United States

    44 h-index

    178 publications

    16K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    43 h-index

    228 publications

    11.4K citations

  6. Chinese Academy of Sciences

    Beijing, China

    42 h-index

    285 publications

    15.4K citations

  7. University of Michigan

    Ann Arbor, United States

    41 h-index

    165 publications

    11.1K citations

  8. University of Minnesota

    Minneapolis, United States

    40 h-index

    145 publications

    16.5K citations

1–8 of 6.8K

Venues

  1. Journal of the American Statistical Association

    89 publications · 18.7K citations

    52

    h-index

  2. PLoS ONE

    128 publications · 6.6K citations

    46

    h-index

  3. The Annals of Statistics

    50 publications · 8.7K citations

    39

    h-index

  4. IEEE Transactions on Geoscience and Remote Sensing

    51 publications · 10.4K citations

    35

    h-index

  5. International Journal of Climatology

    65 publications · 4.2K citations

    34

    h-index

1–5