Keyword

Bayesian computation

Description: Computational methods for performing Bayesian inference, including calculating posterior distributions and simulating from them.

Primary topic: Markov Chains and Monte Carlo Methods (46%)

OpenAlex ID: keywords/bayesian-computation

Statistical Decision Theory and Bayesian Analysis

1985 · James O. Berger · Springer series in statistics · 7,723

Monte Carlo Strategies in Scientific Computing

2004 · Jun S. Liu · Springer series in statistics · 2,733

Bayes and Empirical Bayes Methods for Data Analysis

2001 · Carlin, Bradley P., Louis, Thomas A. 1944- · Technometrics · 2,098

Bayesian Computation Via the Gibbs Sampler and Related Markov Chain Monte Carlo Methods

1993 · A. F. M. Smith, G. O. Roberts · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1,712

Data Analysis

2006 · D S Sivia · 998

Monte Carlo Methods in Bayesian Computation

2000 · Ming-Hui Chen, Qi-Man Shao, et al. · Springer series in statistics · 911

B ayesian Survival Analysis

2014 · Joseph G. Ibrahim, Ming‐Hui Chen, et al. · Wiley StatsRef: Statistics Reference Online · 788

Bayesian Computation with R

2009 · Jim Albert · Springer eBooks · 462

Saddlepoint Approximations with Applications

2007 · Ronald W. Butler · Cambridge University Press eBooks · 419

A modern Bayesian look at the multi‐armed bandit

2010 · Steven L. Scott · Applied Stochastic Models in Business and Industry · 408

Applications of a Method for the Efficient Computation of Posterior Distributions

1982 · J. C. Naylor, A. F. M. Smith · Journal of the Royal Statistical Society Series C (Applied Statistics) · 391

Ordinal Data Modeling

1999 · James H. Albert, Valen E. Johnson · Medical Entomology and Zoology · 359

Hierarchical Bayesian Time Series Models

1996 · L. Mark Berliner · Springer eBooks · 310

Bayesian Core: A Practical Approach to Computational Bayesian Statistics

2007 · Jean‐Michel Marin, Christian P. Robert · Springer eBooks · 309

Bayesian Computation Emerges in Generic Cortical Microcircuits through Spike-Timing-Dependent Plasticity

2013 · Bernhard Nessler, Michael Pfeiffer, et al. · PLoS Computational Biology · 281

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Statistical Rethinking: A Bayesian Course with Examples in R and Stan

2021 · Nathan Green · Journal of the Royal Statistical Society Series A (Statistics in Society) · 277

Regeneration in Markov Chain Samplers

1995 · Per Mykland, Luke Tierney, et al. · Journal of the American Statistical Association · 225

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[Bayesian Computation and Stochastic Systems]: Rejoinder

1995 · Julian Besag, Peter Green, et al. · Statistical Science · 220

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Bayesian Methods for Data Analysis

2010 · Robert E. Weiss · American Journal of Ophthalmology · 215

Approximately Sufficient Statistics and Bayesian Computation

2008 · Paul Joyce, Paul Marjoram · Statistical Applications in Genetics and Molecular Biology · 212

Bayesian clinical trials in action

2012 · J. Jack Lee, Caleb T. Chu · Statistics in Medicine · 200

Bayesian computation: a summary of the current state, and samples backwards and forwards

2015 · Peter J. Green, Krzysztof Łatuszyński, et al. · Statistics and Computing · 199

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Sampling via Measure Transport: An Introduction

2016 · Youssef Marzouk, Tarek Moselhy, et al. · Springer eBooks · 154

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False Discovery Control in Large-Scale Spatial Multiple Testing

2014 · Wenguang Sun, Brian J. Reich, et al. · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 137

Monte Carlo Methods in Bayesian Computation

2000 · Ram Tiwari, Ming-Hui Chen, et al. · Journal of the American Statistical Association · 121

Works count: 505

Citation count: 25,810