Approximate Bayesian Computation

Approximate Bayesian Computation is a class of computational methods in Bayesian inference that approximates the posterior distribution by bypassing the evaluation of the likelihood function through the use of summary statistics and simulation-based comparison between observed and synthetic data.

591

Publications

52K

Citations

1.5K

Authors

752

Institutions

Publications per year

2017–2026

248

Variants

Abc

Parents

Bayesian Data Analysis

Children

Adaptive Approximate Bayesian ComputationAsymptotic TheoryAuxiliary Summary StatisticsBayesian Computation For Stochastic Simulation ModelsComputational EfficiencyDimensionality Reduction For Summary StatisticsDistance Metric SelectionGoodness-of-fit AssessmentImportance Sampling Approximate Bayesian ComputationMarkov Chain Monte Carlo Approximate Bayesian Computation

Publications

591

Dropout as a Bayesian Approximation: Representing Model Uncertainty in\n Deep Learning

Yarin Gal, Zoubin Ghahramani · arXiv (Cornell University) · 2015 · 4.2K citations · Full text

Computing, Computer Science, Artificial Intelligence +15

Approximate Bayesian Computation in Population Genetics

Mark Beaumont, Wenyang Zhang, David J. Balding · Genetics · 2002 · 3.1K citations

Natural Sciences, Biostatistics, Genetics +17

Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning

Yarin Gal, Zoubin Ghahramani · arXiv (Cornell University) · 2015 · 2.6K citations · Full text

Computing, Computer Science, Artificial Intelligence +15

Approximate Bayesian computation scheme for parameter inference and model selection in dynamical systems

Tina Toni, David Welch, Natalja Strelkowa et al. · Journal of The Royal Society Interface · 2008 · 1.6K citations · Full text

Computing, Biology, Biostatistics +17

Mixed Membership Stochastic Blockmodels.

Edoardo M. Airoldi, David M. Blei, Stephen E. Fienberg et al. · PubMed · 2008 · 1.5K citations · Full text

Computing, Computer Science, Data Science +17

1–5 of 591

Authors

1.5K

CP
Christian P. Robert
Université Paris Dauphine-PSL, France
24 publications · 4K citations
19
h-index
MB
Mark Beaumont
University of Reading, United Kingdom
18 publications · 7.4K citations
18
h-index
AE
Arnaud Estoup
Centre de Biologie pour la Gestion des Populations, France
16 publications · 4.3K citations
16
h-index
MP
Michael P. H. Stumpf
Imperial College London, United Kingdom
15 publications · 2.9K citations
15
h-index
CD
Christopher Drovandi
Queensland University of Technology, Australia
16 publications · 808 citations
15
h-index

1–5 of 1.5K

Institutions

752

1–8 of 752

Venues

arXiv (Cornell University)
Repository · 41 publications · 8.3K citations
23
h-index
Genetics
16 publications · 5.2K citations
16
h-index
Molecular Ecology Resources
17 publications · 1.4K citations
14
h-index
Molecular Ecology
14 publications · 1.5K citations
14
h-index
Statistics and Computing
13 publications · 2.3K citations
13
h-index

1–5