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Title Author(s) URL Type
Bayesian Uncertainty Quantification of Differential Equations Oksana Chkrebtii, David Campbell, Mark Girolami, Ben Calderhead http://arxiv.org/pdf/1306.2365.pdf Paper
Bayesian methods to detect dye‐labelled DNA oligonucleotides in multiplexed Raman spectra M Zhong, M Girolami, K Faulds, D Graham http://onlinelibrary.wiley.com/doi/10.1111/j.1467-9876.2010.00744.x/abstract?deniedAccessCustomisedMessage=&userIsAuthenticated=false Paper
Riemann manifold Langevin and Hamiltonian Monte Carlo methods M.A.Girolami and B.Calderhead http://onlinelibrary.wiley.com/doi/10.1111/j.1467-9868.2010.00765.x/full Paper
Particles as auxiliary variables: an introduction to algorithms such as PMCMC and SMC^2 Nicolas Chopin http://www2.warwick.ac.uk/fac/sci/statistics/crism/workshops/sequentialmontecarlo/programme/smc2012_nc.pdf Slides
BiiPS: Bayesian inference with interacting Particle Systems See web page for a complete list https://alea.bordeaux.inria.fr/index.php/general Software
Bayesian Computational Tools Christian Robert http://arxiv.org/abs/1304.2048 Paper
GPstuff Aki Vehtari et al http://becs.aalto.fi/en/research/bayes/gpstuff/ Software
mcmcse: Monte Carlo Standard Errors for MCMC James M. Flegal and John Hughes http://cran.r-project.org/web/packages/mcmcse/index.html Software
Zero Variance Markov Chain Monte Carlo Antonietta Mira, Reza Solgi, Daniele Imparato http://arxiv.org/abs/1012.2983 Paper
WinBugs The Bugs Project at MRC http://www.mrc-bsu.cam.ac.uk/bugs/winbugs/contents.shtml Software
Variance bounding Markov chains Gareth O. Roberts, Jeffrey S. Rosenthal http://arxiv.org/abs/0806.2747 Paper
Sampling decomposable graphs using a Markov chain on junction trees Peter J. Green, Alun Thomas http://arxiv.org/abs/1104.4079 Paper
R-INLA Håvard Rue http://www.r-inla.org/ Software
Population Monte Carlo Christian Robert http://www.ceremade.dauphine.fr/~xian/WNAR.pdf Slides
Optimisation via Slice Sampling John R. Birge, Nicholas G. Polson http://arxiv.org/abs/1212.2135 Paper
Evaluating Improper Priors via Markov Chain Arguments G. L. Jones http://users.stat.umn.edu/~galin/strongadmiss_msu.pdf Slides
mcmc R package Leif Johnson and Charlie Geyer http://cran.r-project.org/web/packages/mcmc/index.html Software
MCMC Estimation of Quantiles James M. Flegal, Galin L. Jones, Ronald C. Neath http://arxiv.org/abs/1207.6432 Paper
Markov Chain Monte Carlo: Can We Trust the Third Significant Figure? James M. Flegal, Murali Haran, Galin L. Jones http://arxiv.org/abs/math/0703746 Paper
Lack of confidence in ABC model choice Christian P. Robert, Jean-Marie Cornuet, Jean-Michel Marin and Natesh Pillai http://arxiv.org/abs/1102.4432 Paper
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