Concepedia

Nested Data Structures

Nested Data Structures is a data organization paradigm in which observational units are hierarchically grouped into clusters such that lower-level units are wholly contained within higher-level units, thereby inducing dependency structures that violate the assumption of independence in conventional statistical analyses.

133

Publications

9.3K

Citations

358

Authors

179

Institutions

Publications per year

2017–2026

40

Variants

Hierarchical DataMultilevel Data

Parents

Publications

133

A solution to dependency: using multilevel analysis to accommodate nested data

Emmeke Aarts, Matthijs Verhage, Jesse V. Veenvliet et al. · Nature Neuroscience · 2014 · 672 citations

, , +7

Keep Calm and Learn Multilevel Logistic Modeling: A Simplified Three-Step Procedure Using Stata, R, Mplus, and SPSS

Nicolas Sommet, Davide Morselli · International review of social psychology · 2017 · 597 citations · Full text

, , +14

Being Both Too Liberal and Too Conservative: The Perils of Treating Grouped Data as though They Were Independent

Paul D. Bliese, Paul J. Hanges · Organizational Research Methods · 2004 · 408 citations

, , +17

Nested by design: model fitting and interpretation in a mixed model era

Holger Schielzeth, Shinichi Nakagawa · Methods in Ecology and Evolution · 2012 · 391 citations · Full text

, , +13

Have Multilevel Models Been Structural Equation Models All Along?

Patrick J. Curran · Multivariate Behavioral Research · 2003 · 390 citations

, , +14

1–5 of 133

Authors

358

  1. GE
    Guy E. Blelloch

    Carnegie Mellon University, United States

    4 publications · 459 citations

    4

    h-index

  2. JC
    Jonathan C. Hardwick

    Carnegie Mellon University, United States

    4 publications · 356 citations

    4

    h-index

  3. TP
    Tony Plate

    University of Toronto, Canada

    3 publications · 202 citations

    3

    h-index

  4. SC
    Siddhartha Chatterjee

    Carnegie Mellon University, United States

    3 publications · 345 citations

    3

    h-index

  5. MZ
    Marco Zagha

    Carnegie Mellon University, United States

    3 publications · 345 citations

    3

    h-index

1–5 of 358

Institutions

179

  1. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    17 publications

    1.8K citations

  2. University of Edinburgh

    Edinburgh, United Kingdom

    4 h-index

    8 publications

    721 citations

  3. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    3 h-index

    5 publications

    619 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    5 publications

    162 citations

  5. The University of Texas at Austin

    Austin, United States

    3 h-index

    6 publications

    170 citations

  6. University of North Texas

    Denton, United States

    3 h-index

    5 publications

    308 citations

  7. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    3 h-index

    15 publications

    347 citations

  8. University of Missouri

    Columbia, United States

    3 h-index

    3 publications

    167 citations

1–8 of 179

Venues

  1. Educational and Psychological Measurement

    4 publications · 152 citations

    4

    h-index

  2. Multivariate Behavioral Research

    MBR · 4 publications · 674 citations

    3

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 202 citations

    3

    h-index

  4. Journal of Computer and System Sciences

    3 publications · 106 citations

    3

    h-index

  5. Bioinformatics

    2 publications · 182 citations

    2

    h-index

1–5