Bayesian Statistics

Bayesian Statistics is a branch of statistical inference that interprets probability as a measure of belief or confidence in an event, updating prior beliefs with observed data through Bayes' theorem to yield posterior probabilities.

32.5K

Publications

2.7M

Citations

51K

Authors

8.2K

Institutions

Publications per year

2017–2026

Parents

StatisticsStatistics Education

Children

Bayes' TheoremBayesian Hypothesis TestingBayesian Missing Data AnalysisBayesian Model ComparisonBayesian Model MisspecificationBayesian UpdatingGibbs SamplingHierarchical Bayesian ModelMetropolis-hastings AlgorithmNoninformative Priors

Publications

32.5K

Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach

Fred S. Guthery, Kenneth P. Burnham, David Anderson · Journal of Wildlife Management · 2003 · 42.2K citations · Full text

Computing, Biostatistics, Bayesian Data Analysis +16

Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images

Stuart Geman, Donald Geman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1984 · 18K citations

Arts, Biomedical Engineering, Bayesian Data Analysis +16

Inference from Iterative Simulation Using Multiple Sequences

Andrew Gelman, Donald B. Rubin · Statistical Science · 1992 · 16.7K citations · Full text

Natural Sciences, Biostatistics, Bayesian Data Analysis +15

Nearest neighbor pattern classification

Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 16.1K citations

Computing, Computer Science, Data Mining +11

Auto-Encoding Variational Bayes

Diederik P. Kingma, Max Welling · UvA-DARE (University of Amsterdam) · 2013 · 15.6K citations · Full text

Computing, Computer Science, Machine Learning +16

1–5 of 32.5K

Authors

51K

DB
David B. Dunson
Duke University, United States
153 publications · 10.4K citations
58
h-index
EW
Eric‐Jan Wagenmakers
University of Amsterdam, Netherlands
111 publications · 15.1K citations
53
h-index
AG
Andrew Gelman
Columbia University, United States
83 publications · 52.1K citations
51
h-index
MI
Michael I. Jordan
University of California, Berkeley, United States
78 publications · 16.3K citations
49
h-index
AE
Adrian E. Raftery
University of Washington, United States
72 publications · 38.8K citations
47
h-index

1–5 of 51K

Institutions

8.2K

1–8 of 8.2K

Venues

Journal of the American Statistical Association
1.1K publications · 210.3K citations
196
h-index
Journal of the Royal Statistical Society Series B (Statistical Methodology)
325 publications · 84.6K citations
120
h-index
The Annals of Statistics
421 publications · 66K citations
109
h-index
Biometrika
423 publications · 67.6K citations
106
h-index
arXiv (Cornell University)
Repository · 1.2K publications · 71.1K citations
106
h-index

1–5