Concepedia

Multilevel Variable Selection

Multilevel Variable Selection is a statistical methodology within Bayesian multilevel modeling that systematically identifies and retains relevant predictors at multiple hierarchical levels by jointly estimating their inclusion probabilities while accounting for nested data structures and random effects.

71

Publications

6.3K

Citations

216

Authors

121

Institutions

Publications per year

2017–2026

22

Parents

Publications

71

Performance of some variable selection methods when multicollinearity is present

Il-Gyo Chong, Chi‐Hyuck Jun · Chemometrics and Intelligent Laboratory Systems · 2005 · 2K citations

, , +7

Clustering and Classification.

Phipps Arabie, Lawrence J. Hubert, G. De Soete · Biometrics · 1997 · 416 citations

, , +17

Hierarchical multiblock PLS and PC models for easier model interpretation and as an alternative to variable selection

Svante Wold, Nouna Kettaneh, Kjell Tjessem · Journal of Chemometrics · 1996 · 344 citations

, , +15

Comparison of variable selection methods for clinical predictive modeling

L. Nelson Sanchez‐Pinto, Laura Ruth Venable, John Fahrenbach et al. · International Journal of Medical Informatics · 2018 · 277 citations · Full text

, , +13

Gene selection using a two-level hierarchical Bayesian model

Kyounghwa Bae, Bani K. Mallick · Bioinformatics · 2004 · 174 citations

, , +16

1–5 of 71

Authors

216

  1. KT
    Kjell Tjessem

    University of Bergen, Norway

    2 publications · 367 citations

    2

    h-index

  2. JL
    Julio L. Peixoto

    University of Houston, United States

    2 publications · 156 citations

    2

    h-index

  3. KA
    Kelly A. Dyer

    University of Georgia, United States

    2 publications · 48 citations

    2

    h-index

  4. JJ
    John Jaenike

    University of Rochester, United States

    2 publications · 48 citations

    2

    h-index

  5. NK
    Nouna Kettaneh

    Umeå University, Sweden

    2 publications · 367 citations

    2

    h-index

1–5 of 216

Institutions

121

  1. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    6 publications

    366 citations

  2. The University of Texas MD Anderson Cancer Center

    Houston, United States

    2 h-index

    6 publications

    95 citations

  3. Western University

    London, Canada

    2 h-index

    6 publications

    480 citations

  4. University of Copenhagen

    Copenhagen, Denmark

    2 h-index

    4 publications

    244 citations

  5. Equinor (Norway)

    Stavanger, Norway

    2 h-index

    2 publications

    367 citations

  6. University of Rochester

    Rochester, United States

    2 h-index

    6 publications

    144 citations

  7. Lurie Children's Hospital

    Chicago, United States

    2 h-index

    2 publications

    297 citations

  8. Highland Community College - Illinois

    Freeport, United States

    2 h-index

    2 publications

    367 citations

1–8 of 121

Venues

  1. Chemometrics and Intelligent Laboratory Systems

    4 publications · 2.2K citations

    4

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 4 publications · 166 citations

    4

    h-index

  3. Evolution

    3 publications · 68 citations

    3

    h-index

  4. SSM - Population Health

    2 publications · 108 citations

    2

    h-index

  5. Biometrics

    2 publications · 433 citations

    2

    h-index

1–5