Concepedia

Nonparametric Hierarchical Models

Nonparametric Hierarchical Models is a statistical modeling framework that extends hierarchical models by allowing the number of parameters to adapt to data complexity through nonparametric Bayesian methods, thereby avoiding fixed parametric assumptions about the underlying distributional form.

80

Publications

3.9K

Citations

209

Authors

108

Institutions

Publications per year

2017–2026

13

Parents

Publications

80

Hierarchical Spline Models for Conditional Quantiles and the Demand for Electricity

Wallace Hendricks, Roger Koenker · Journal of the American Statistical Association · 1992 · 327 citations

, , +16

Nonparametric hierarchical Bayes via sequential imputations

Jun S. Liu · The Annals of Statistics · 1996 · 195 citations · Full text

, , +17

Practical Nonparametric and Semiparametric Bayesian Statistics

Eric R. Ziegel, Dipak Dey, P. Müller et al. · Technometrics · 1999 · 190 citations

, , +16

A Method for Combining Inference Across Related Nonparametric Bayesian Models

Peter Müller, Fernando A. Quintana, Gary L. Rosner · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2004 · 177 citations · Full text

, , +16

Trajectory Analysis and Semantic Region Modeling Using Nonparametric Hierarchical Bayesian Models

Xiaogang Wang, Keng Teck, Gee-Wah Ng et al. · International Journal of Computer Vision · 2011 · 165 citations

, , +11

1–5 of 80

Authors

209

  1. RA
    Raffaele Argiento

    Istituto di Matematica Applicata e Tecnologie Informatiche, Italy

    4 publications · 88 citations

    4

    h-index

  2. FA
    Fernando A. Quintana

    Pontificia Universidad Católica de Chile, Chile

    3 publications · 221 citations

    3

    h-index

  3. DB
    David B. Dunson

    Duke University, United States

    3 publications · 88 citations

    3

    h-index

  4. RK
    Robert Kohn

    UNSW Sydney, Australia

    3 publications · 139 citations

    3

    h-index

  5. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    3 publications · 134 citations

    3

    h-index

1–5 of 209

Institutions

108

  1. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    10 publications

    538 citations

  2. The University of Texas at Austin

    Austin, United States

    5 h-index

    5 publications

    171 citations

  3. Duke University

    Durham, United States

    4 h-index

    5 publications

    206 citations

  4. The University of Texas MD Anderson Cancer Center

    Houston, United States

    4 h-index

    11 publications

    550 citations

  5. University of California, Berkeley

    Berkeley, United States

    4 h-index

    8 publications

    452 citations

  6. UNSW Sydney

    Sydney, Australia

    3 h-index

    5 publications

    256 citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    5 publications

    793 citations

  8. Los Alamos National Laboratory

    Los Alamos, United States

    3 h-index

    3 publications

    122 citations

1–8 of 108

Venues

  1. Journal of the American Statistical Association

    11 publications · 895 citations

    11

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 80 citations

    4

    h-index

  3. Biometrics

    3 publications · 63 citations

    3

    h-index

  4. Statistical Science

    2 publications · 80 citations

    2

    h-index

  5. Journal of Statistical Planning and Inference

    2 publications · 27 citations

    2

    h-index

1–5