Concepedia

Multivariate Data Analysis

Multivariate Data Analysis is a statistical methodology that distinguishes itself by simultaneously analyzing multiple variables to uncover underlying patterns, correlations, and structures within complex datasets, particularly in the context of process monitoring and optimization in Process Analytical Chemistry.

4K

Publications

638.8K

Citations

12K

Authors

3.2K

Institutions

Publications per year

2017–2026

1.1K

Variants

Mva

Parents

Publications

4K

The Measurement of Observer Agreement for Categorical Data

J. Richard Landis, Gary G. Koch · Biometrics · 1977 · 78.9K citations · Full text

, , +12

Multivariate Data Analysis.

H. Herne, William W. Cooley, Paul R. Lohnes · Journal of the Royal Statistical Society Series A (General) · 1973 · 35.9K citations

, , +13

A primer on partial least squares structural equation modeling (PLS-SEM)

Adrián Leguina · International Journal of Research & Method in Education · 2015 · 19K citations

, , +10

Nonlinear Dimensionality Reduction by Locally Linear Embedding

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

, , +15

Multivariate data analysis

DigitalCommons - Kennesaw State University (Kennesaw State University) · 1998 · 14.1K citations

, , +10

1–5 of 4K

Authors

12K

  1. YH
    Young Hae Choi

    Leiden University, Netherlands

    19 publications · 1.6K citations

    19

    h-index

  2. RV
    Robert Verpoorte

    Leiden University, Netherlands

    18 publications · 1.5K citations

    18

    h-index

  3. GL
    Guilherme Luz Tortorella

    Universidade Federal de Santa Catarina, Brazil

    16 publications · 1.1K citations

    16

    h-index

  4. JF
    John F. MacGregor

    McMaster University, Canada

    18 publications · 4.9K citations

    15

    h-index

  5. WJ
    W. J. Krzanowski

    University of Exeter, United Kingdom

    16 publications · 2.6K citations

    13

    h-index

1–5 of 12K

Institutions

3.2K

  1. Centre National de la Recherche Scientifique

    Paris, France

    29 h-index

    124 publications

    11.3K citations

  2. Leiden University

    Leiden, The Netherlands

    24 h-index

    113 publications

    11.4K citations

  3. Umeå University

    Umeå, Sweden

    23 h-index

    129 publications

    10.8K citations

  4. Harvard University

    Cambridge, United States

    20 h-index

    52 publications

    6K citations

  5. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    96 publications

    4.8K citations

  6. Uppsala University

    Uppsala, Sweden

    20 h-index

    56 publications

    3.1K citations

  7. Pennsylvania State University

    State College, United States

    20 h-index

    43 publications

    7.1K citations

  8. Imperial College London

    London, United Kingdom

    19 h-index

    65 publications

    6.4K citations

1–8 of 3.2K

Venues

  1. Journal of the American Statistical Association

    105 publications · 32K citations

    60

    h-index

  2. Technometrics

    94 publications · 23.9K citations

    51

    h-index

  3. Journal of Agricultural and Food Chemistry

    48 publications · 3.7K citations

    37

    h-index

  4. Journal of Chemometrics

    69 publications · 6.6K citations

    33

    h-index

  5. Biometrics

    56 publications · 99.9K citations

    32

    h-index

1–5