Concepedia

Functional Bayesian Inference

Functional Bayesian Inference is a statistical framework within functional time series analysis that extends Bayesian inference to infinite-dimensional functional data by specifying prior distributions over function spaces and updating them to posterior distributions conditioned on observed functional observations.

62

Publications

2.4K

Citations

160

Authors

115

Institutions

Publications per year

2017–2026

18

Parents

Publications

62

Bayesian fMRI time series analysis with spatial priors

W.D. Penny, Nelson J. Trujillo‐Barreto, Karl Friston · NeuroImage · 2004 · 268 citations

, , +14

Can Bayesian Theories of Autism Spectrum Disorder Help Improve Clinical Practice?

Hélène Haker, Maya Schneebeli, Klaas Ε. Stephan · Frontiers in Psychiatry · 2016 · 146 citations · Full text

, , +17

Bayesian functional {ANOVA} modeling using Gaussian process prior distributions

Cari G. Kaufman, Stephan R. Sain · Bayesian Analysis · 2010 · 128 citations · Full text

, , +17

Bayesian fMRI data analysis with sparse spatial basis function priors

Guillaume Flandin, W.D. Penny · NeuroImage · 2006 · 108 citations

, , +14

A Bayesian Time-Course Model for Functional Magnetic Resonance Imaging Data

Christopher R. Genovese · Journal of the American Statistical Association · 2000 · 93 citations

, , +17

1–5 of 62

Authors

160

  1. FV
    Francesco Versace

    The University of Texas MD Anderson Cancer Center, United States

    3 publications · 170 citations

    3

    h-index

  2. DB
    David B. Dunson

    Duke University, United States

    3 publications · 106 citations

    3

    h-index

  3. JS
    Jeffrey S. Morris

    The University of Texas MD Anderson Cancer Center, United States

    3 publications · 157 citations

    3

    h-index

  4. MV
    Marina Vannucci

    Rice University, United States

    3 publications · 113 citations

    3

    h-index

  5. WP
    W.D. Penny

    University College London, United Kingdom

    3 publications · 388 citations

    3

    h-index

1–5 of 160

Institutions

115

  1. The University of Texas MD Anderson Cancer Center

    Houston, United States

    5 h-index

    18 publications

    916 citations

  2. Rice University

    Houston, United States

    4 h-index

    9 publications

    335 citations

  3. University College London

    London, United Kingdom

    4 h-index

    7 publications

    948 citations

  4. Wellcome Centre for Human Neuroimaging

    London, United Kingdom

    3 h-index

    4 publications

    278 citations

  5. Duke University

    Durham, United States

    3 h-index

    4 publications

    183 citations

  6. University of California, Berkeley

    Berkeley, United States

    2 h-index

    2 publications

    150 citations

  7. University of Florida

    Gainesville, United States

    2 h-index

    2 publications

    72 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    2 publications

    112 citations

1–8 of 115

Venues

  1. NeuroImage

    10 publications · 683 citations

    10

    h-index

  2. 5

    h-index

  3. Bayesian Analysis

    4 publications · 230 citations

    4

    h-index

  4. The Annals of Applied Statistics

    AOAS · 3 publications · 159 citations

    3

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 3 publications · 100 citations

    3

    h-index

1–5