Concepedia

Principal Component Regression

Principal Component Regression is a regression technique that performs dimensionality reduction via principal component analysis on the predictor variables before applying linear regression, thereby distinguishing itself from standard linear regression by using orthogonal components to mitigate multicollinearity and reduce overfitting.

1.3K

Publications

84.9K

Citations

3.9K

Authors

1.4K

Institutions

Publications per year

2017–2026

314

Parents

Publications

1.3K

Analysis of a complex of statistical variables into principal components.

H. Hotelling · Journal of Educational Psychology · 1933 · 9.5K citations

, , +12

The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses

Svante Wold, Axel Ruhe, Herman Wold et al. · SIAM Journal on Scientific and Statistical Computing · 1984 · 2.5K citations

, , +12

A Statistical View of Some Chemometrics Regression Tools

lldiko E. Frank, Jerome H. Friedman · Technometrics · 1993 · 2.2K citations

, , +12

Analysis of a complex of statistical variables into principal components.

H. Hotelling · Journal of Educational Psychology · 1933 · 2K citations

, , +12

Regression modelling strategies for improved prognostic prediction

Frank E. Harrell, Kerry L. Lee, Robert M. Califf et al. · Statistics in Medicine · 1984 · 1.8K citations

, , +17

1–5 of 1.3K

Authors

3.9K

  1. JH
    John H. Kalivas

    Idaho State University, United States

    15 publications · 647 citations

    13

    h-index

  2. TN
    Tormod Næs

    Nofima, Norway

    10 publications · 1.3K citations

    10

    h-index

  3. AR
    Abdul Rohman

    Universitas Gadjah Mada, Indonesia

    9 publications · 302 citations

    9

    h-index

  4. CW
    Chris W. Brown

    University of Rhode Island, United States

    8 publications · 215 citations

    8

    h-index

  5. BH
    Bahram Hemmateenejad

    Shiraz University, Iran

    7 publications · 176 citations

    7

    h-index

1–5 of 3.9K

Institutions

1.4K

  1. University of Washington

    Seattle, United States

    15 h-index

    28 publications

    3.5K citations

  2. Columbia University

    New York, United States

    13 h-index

    28 publications

    1.8K citations

  3. Idaho State University

    Pocatello, United States

    13 h-index

    29 publications

    1.3K citations

  4. Cairo University

    Giza, Egypt

    11 h-index

    35 publications

    650 citations

  5. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    10 h-index

    35 publications

    6.3K citations

  6. Universitas Syiah Kuala

    Banda Aceh, Indonesia

    9 h-index

    26 publications

    646 citations

  7. University of Alberta

    Edmonton, Canada

    9 h-index

    16 publications

    895 citations

  8. University of Rhode Island

    Kingston, United States

    9 h-index

    18 publications

    499 citations

1–8 of 1.4K

Venues

  1. Journal of Chemometrics

    59 publications · 3.5K citations

    31

    h-index

  2. Applied Spectroscopy

    53 publications · 2.4K citations

    26

    h-index

  3. The Analyst

    25 publications · 1.4K citations

    21

    h-index

  4. 17

    h-index

  5. Technometrics

    17 publications · 3.7K citations

    14

    h-index

1–5