Concepedia

Bayesian Generalized Additive Models

Bayesian Generalized Additive Models is a statistical modeling framework that extends generalized additive models by incorporating Bayesian inference to estimate smooth functional relationships between predictors and a response variable while accounting for uncertainty through prior distributions.

51

Publications

2.9K

Citations

181

Authors

126

Institutions

Publications per year

2017–2026

26

Parents

Publications

51

Automatic Bayesian Curve Fitting

D. G. T. Denison, Bani K. Mallick, A. F. M. Smith · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1998 · 403 citations · Full text

, , +16

Shape constrained additive models

Natalya Pya, Simon N. Wood · Statistics and Computing · 2014 · 313 citations · Full text

, , +16

Both low and high temperature may increase the risk of stroke mortality

Renjie Chen, Cuicui Wang, Xia Meng et al. · Neurology · 2013 · 169 citations · Full text

, , +15

BAMLSS: Bayesian Additive Models for Location, Scale, and Shape (and Beyond)

Nikolaus Umlauf, Nadja Klein, Achim Zeileis · Journal of Computational and Graphical Statistics · 2017 · 151 citations · Full text

, , +15

Bayesian backfitting (with comments and a rejoinder by the authors

Trevor Hastie, Robert Tibshirani · Statistical Science · 2000 · 145 citations · Full text

, , +11

1–5 of 51

Authors

181

  1. NK
    Nadja Klein

    University of Göttingen, Germany

    6 publications · 407 citations

    6

    h-index

  2. TK
    Thomas Kneib

    University of Göttingen, Germany

    5 publications · 331 citations

    5

    h-index

  3. SL
    Stefan Lang

    University of Salzburg, Austria

    5 publications · 331 citations

    5

    h-index

  4. NU
    Nikolaus Umlauf

    Universität Innsbruck, Austria

    3 publications · 294 citations

    3

    h-index

  5. AZ
    Achim Zeileis

    Universität Innsbruck, Austria

    3 publications · 294 citations

    3

    h-index

1–5 of 181

Institutions

126

  1. Universität Innsbruck

    Innsbruck, Austria

    4 h-index

    9 publications

    796 citations

  2. UCLouvain

    Louvain-la-Neuve, Belgium

    2 h-index

    3 publications

    105 citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    6 publications

    140 citations

  4. Columbia University

    New York, United States

    2 h-index

    2 publications

    54 citations

  5. University of St Andrews

    St Andrews, United Kingdom

    2 h-index

    2 publications

    32 citations

  6. Huazhong University of Science and Technology

    Wuhan, China

    2 h-index

    6 publications

    126 citations

  7. University of Zurich

    Zurich, Switzerland

    2 h-index

    3 publications

    59 citations

  8. Humboldt-Universität zu Berlin

    Berlin, Germany

    2 h-index

    2 publications

    86 citations

1–8 of 126

Venues

  1. Journal of Statistical Software

    JSS · 4 publications · 322 citations

    4

    h-index

  2. PLoS ONE

    2 publications · 68 citations

    2

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 2 publications · 72 citations

    2

    h-index

  4. Journal of Computational and Graphical Statistics

    JCGS · 2 publications · 170 citations

    2

    h-index

  5. 2

    h-index

1–5