Concepedia

Longitudinal Data Analysis

Longitudinal Data Analysis is a branch of statistical methodology that focuses on modeling and inference for data consisting of repeated measurements on the same observational units over time, distinguishing itself by explicitly accounting for within-unit correlation, time-varying covariates, and temporal dependence in order to characterize change and assess associations between risk factors and outcomes.

4.3K

Publications

421.2K

Citations

9.5K

Authors

2.5K

Institutions

Publications per year

2017–2026

1K

Parents

Children

Publications

4.3K

A new method of classifying prognostic comorbidity in longitudinal studies: Development and validation

Mary E. Charlson, Peter Pompei, Kathy L. Aleš et al. · Journal of Chronic Diseases · 1987 · 49.9K citations

, , +15

Longitudinal Data Analysis for Discrete and Continuous Outcomes

Scott L. Zeger, Kung‐Yee Liang · Biometrics · 1986 · 7.8K citations

, , +12

Cohort Profile: The China Health and Retirement Longitudinal Study (CHARLS)

Yaohui Zhao, Yisong Hu, James P. Smith et al. · International Journal of Epidemiology · 2012 · 5K citations · Full text

, , +16

Models for Longitudinal Data: A Generalized Estimating Equation Approach

Scott L. Zeger, Kung‐Yee Liang, Paul S. Albert · Biometrics · 1988 · 4.5K citations

, , +13

Multilevel and Longitudinal Modeling Using Stata

Biometrics · 2006 · 4.3K citations

, , +12

1–5 of 4.3K

Authors

9.5K

  1. GM
    Geert Molenberghs

    Hasselt University, Belgium

    68 publications · 4.7K citations

    32

    h-index

  2. DH
    Donald Hedeker

    University of Illinois Chicago, United States

    26 publications · 4.7K citations

    25

    h-index

  3. GV
    Geert Verbeke

    KU Leuven, Belgium

    35 publications · 2.4K citations

    24

    h-index

  4. DR
    Dimitris Rizopoulos

    Erasmus MC, Netherlands

    30 publications · 2.9K citations

    23

    h-index

  5. EL
    Emmanuel Lesaffre

    KU Leuven, Belgium

    29 publications · 2.3K citations

    22

    h-index

1–5 of 9.5K

Institutions

2.5K

  1. Harvard University

    Cambridge, United States

    60 h-index

    293 publications

    45.7K citations

  2. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    41 h-index

    191 publications

    12.5K citations

  3. University of Michigan

    Ann Arbor, United States

    41 h-index

    241 publications

    16.3K citations

  4. Pennsylvania State University

    State College, United States

    41 h-index

    188 publications

    12.2K citations

  5. Johns Hopkins University

    Baltimore, United States

    40 h-index

    147 publications

    23.8K citations

  6. University of California, Davis

    Davis, United States

    40 h-index

    141 publications

    18.4K citations

  7. KU Leuven

    Leuven, Belgium

    39 h-index

    166 publications

    13.1K citations

  8. University of California, Los Angeles

    Los Angeles, United States

    35 h-index

    104 publications

    11K citations

1–8 of 2.5K

Venues

  1. Journal of the American Statistical Association

    183 publications · 25.8K citations

    79

    h-index

  2. Statistics in Medicine

    392 publications · 23.9K citations

    72

    h-index

  3. Biometrics

    227 publications · 37.9K citations

    71

    h-index

  4. Psychological Methods

    76 publications · 12.5K citations

    48

    h-index

  5. Structural Equation Modeling A Multidisciplinary Journal

    SEM · 93 publications · 8K citations

    41

    h-index

1–5