Concepedia

Bayesian Inference For Random Fields

Bayesian Inference for Random Fields is a statistical framework that employs Bayesian principles to estimate and update the probabilistic structure of random fields by integrating observed data with prior knowledge, distinguishing itself through the explicit modeling of spatial or temporal dependencies within a hierarchical Bayesian setting.

91

Publications

6.3K

Citations

184

Authors

118

Institutions

Publications per year

2017–2026

17

Parents

Publications

91

A Bayesian Analysis of Kriging

Mark S. Handcock, Michael L. Stein · Technometrics · 1993 · 560 citations

, , +16

Fast Sampling of Gaussian Markov Random Fields

Håvard Rue · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2001 · 365 citations · Full text

, , +16

Practical statistics for field biology

Soumeya Fodili-In Albon · Trends in Ecology & Evolution · 1991 · 323 citations

, , +12

Bayesian inference for source determination with applications to a complex urban environment

Andrew Keats, Eugene Yee, Fue‐Sang Lien · Atmospheric Environment · 2006 · 319 citations

, , +13

Image analysis, random fields and Markov Chain Monte Carlo methods: A mathematical introduction

Computers & Mathematics with Applications · 2004 · 223 citations

, , +17

1–5 of 91

Authors

184

  1. VD
    Victor De Oliveira

    The University of Texas at San Antonio, United States

    4 publications · 412 citations

    4

    h-index

  2. DS
    Dániel Straub

    Technical University of Munich, Germany

    3 publications · 118 citations

    3

    h-index

  3. KP
    Kok‐Kwang Phoon

    National University of Singapore, Singapore

    3 publications · 222 citations

    3

    h-index

  4. IP
    Iason Papaioannou

    Technical University of Munich, Germany

    3 publications · 96 citations

    3

    h-index

  5. JC
    Jianye Ching

    National Taiwan University, Taiwan

    2 publications · 170 citations

    2

    h-index

1–5 of 184

Institutions

118

  1. City University of Hong Kong

    Hong Kong, Hong Kong

    5 h-index

    9 publications

    1K citations

  2. Norwegian University of Science and Technology

    Trondheim, Norway

    4 h-index

    4 publications

    550 citations

  3. University of Chicago

    Chicago, United States

    3 h-index

    3 publications

    745 citations

  4. Technical University of Munich

    Munich, Germany

    3 h-index

    8 publications

    290 citations

  5. National University of Singapore

    Singapore, Singapore

    3 h-index

    3 publications

    222 citations

  6. Universitat Jaume I

    Castellon, Spain

    2 h-index

    4 publications

    116 citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    2 h-index

    4 publications

    92 citations

  8. University of Oxford

    Oxford, United Kingdom

    2 h-index

    2 publications

    144 citations

1–8 of 118

Venues

  1. 4

    h-index

  2. 3

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 3 publications · 115 citations

    3

    h-index

  4. Mechanical Systems and Signal Processing

    MSSP · 2 publications · 35 citations

    2

    h-index

  5. Engineering Structures

    2 publications · 234 citations

    2

    h-index

1–5