Concepedia

Bayesian Spline Models

Bayesian Spline Models is a Bayesian nonparametric regression framework that employs spline basis functions with prior distributions on their coefficients and knot locations to flexibly model unknown functional forms while quantifying uncertainty.

60

Publications

5.8K

Citations

175

Authors

104

Institutions

Publications per year

2017–2026

13

Parents

Publications

60

SHCal20 Southern Hemisphere Calibration, 0–55,000 Years cal BP

Alan Hogg, Timothy Heaton, Quan Hua et al. · Radiocarbon · 2020 · 1.4K citations · Full text

, , +13

Bayesian P-Splines

Stefan Lang, Andreas Brezger · Journal of Computational and Graphical Statistics · 2004 · 883 citations

, , +16

Bayesian curve-fitting with free-knot splines

Ilaria Dimatteo, Christopher R. Genovese, Robert E. Kass · Biometrika · 2001 · 423 citations

, , +16

Generalized structured additive regression based on Bayesian P-splines

Andreas Brezger, Stefan Lang · Computational Statistics & Data Analysis · 2004 · 375 citations · Full text

, , +12

Nonstationary Covariance Functions for Gaussian Process Regression

Christopher J. Paciorek, Mark J. Schervish · 2003 · 298 citations

, , +12

1–5 of 60

Authors

175

  1. PL
    Philippe Lambert

    UCLouvain, Belgium

    3 publications · 181 citations

    3

    h-index

  2. CB
    Christopher Bronk Ramsey

    University of Oxford, United Kingdom

    3 publications · 1.6K citations

    3

    h-index

  3. HR
    Håvard Rue

    Norwegian University of Science and Technology, Norway

    3 publications · 110 citations

    3

    h-index

  4. TH
    Timothy Heaton

    University of Sheffield, United Kingdom

    3 publications · 1.6K citations

    3

    h-index

  5. AD
    Ara Darzi

    Imperial College London, United Kingdom

    2 publications · 64 citations

    2

    h-index

1–5 of 175

Institutions

104

  1. University of Oxford

    Oxford, United Kingdom

    6 h-index

    13 publications

    1.7K citations

  2. University of Michigan

    Ann Arbor, United States

    4 h-index

    7 publications

    222 citations

  3. Ludwig-Maximilians-Universität München

    Munich, Germany

    4 h-index

    8 publications

    2.7K citations

  4. UCLouvain

    Louvain-la-Neuve, Belgium

    3 h-index

    5 publications

    355 citations

  5. UNSW Sydney

    Sydney, Australia

    3 h-index

    6 publications

    4.5K citations

  6. Imperial College London

    London, United Kingdom

    3 h-index

    25 publications

    796 citations

  7. University of Sheffield

    Sheffield, United Kingdom

    3 h-index

    5 publications

    3.1K citations

  8. Queen's University Belfast

    Belfast, United Kingdom

    2 h-index

    4 publications

    3.1K citations

1–8 of 104

Venues

  1. Computational Statistics & Data Analysis

    CSDA · 7 publications · 676 citations

    7

    h-index

  2. 4

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 4 publications · 994 citations

    4

    h-index

  4. Statistics in Medicine

    4 publications · 86 citations

    4

    h-index

  5. Statistical Modelling

    3 publications · 90 citations

    3

    h-index

1–5