Concepedia

Nonlinear Hierarchical Models

Nonlinear Hierarchical Models is a statistical modeling framework that belongs to the class of hierarchical models and is distinguished by its specification of nonlinear functional relationships at multiple levels of data organization to account for complex dependencies and variability across nested or grouped structures.

76

Publications

7.2K

Citations

209

Authors

117

Institutions

Publications per year

2017–2026

13

Variants

Nonlinear Hierarchical Modeling

Parents

Publications

76

Nonlinear Models for Repeated Measurement Data

David A. Young, Marie Davidian, David M. Giltinan · Journal of the American Statistical Association · 1997 · 1.2K citations

, , +12

Hierarchical generalized additive models in ecology: an introduction with mgcv

Eric J. Pedersen, David L. Miller, Gavin L. Simpson et al. · PeerJ · 2019 · 1.2K citations · Full text

, , +14

Nonlinear Models for Repeated Measurement Data

Neil H. Timm, Marie Davidian, David M. Giltinan · Technometrics · 1996 · 788 citations

, , +12

Discriminative Deep Metric Learning for Face Verification in the Wild

Junlin Hu, Jiwen Lu, Yap‐Peng Tan · 2014 · 692 citations · Full text

, , +16

Dependence and independence: From linear hierarchies to nonlinear networks

Thomas L. Saaty, Masahiro Takizawa · European Journal of Operational Research · 1986 · 374 citations

, , +10

1–5 of 76

Authors

209

  1. HV
    Harri Valpola

    Aalto University, Finland

    4 publications · 91 citations

    4

    h-index

  2. JK
    Juha Karhunen

    Helsinki Institute for Information Technology, Finland

    4 publications · 91 citations

    4

    h-index

  3. NR
    Noam Ross

    EcoHealth Alliance, United States

    3 publications · 1.2K citations

    3

    h-index

  4. GL
    Gavin L. Simpson

    University of Regina, Canada

    3 publications · 1.2K citations

    3

    h-index

  5. EJ
    Eric J. Pedersen

    Fisheries and Oceans Canada, Canada

    3 publications · 1.2K citations

    3

    h-index

1–5 of 209

Institutions

117

  1. University of Pittsburgh

    Pittsburgh, United States

    3 h-index

    3 publications

    1.2K citations

  2. University of St Andrews

    St Andrews, United Kingdom

    3 h-index

    3 publications

    1.2K citations

  3. Memorial University of Newfoundland

    St. John's, Canada

    3 h-index

    3 publications

    1.2K citations

  4. Fisheries and Oceans Canada

    Ottawa, Canada

    3 h-index

    3 publications

    1.2K citations

  5. EcoHealth Alliance

    New York, United States

    3 h-index

    3 publications

    1.2K citations

  6. University of Regina

    Regina, Canada

    3 h-index

    3 publications

    1.2K citations

  7. Duke University

    Durham, United States

    2 h-index

    3 publications

    286 citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    2 h-index

    3 publications

    71 citations

1–8 of 117

Venues

  1. Biometrics

    3 publications · 355 citations

    3

    h-index

  2. Journal of the American Statistical Association

    3 publications · 1.4K citations

    3

    h-index

  3. arXiv (Cornell University)

    Repository · 2 publications · 74 citations

    2

    h-index

  4. Technometrics

    2 publications · 816 citations

    2

    h-index

  5. PLoS Computational Biology

    1 publications · 90 citations

    1

    h-index

1–5