Handbook of Markov chain Monte Carlo

Foundations, methodology, and algorithms. Introduction to Markov chain Monte Carlo / Charles J. Geyer 
 A short history of MCMC : subjective recollections from incomplete data / Christian Robert and George Casella 
 Reversible jump MCMC / Yanan Fan and Scott A. Sisson 
 Optimal proposal distributions and adaptive MCMC / Jeffrey S. Rosenthal 
 MCMC using Hamiltonian dynamics / Radford M. Neal 
 Inference from simulations and monitoring convergence / Andrew Gelman and Kenneth Shirley 
 Implementing MCMC : estimating with confidence / James M. Flegal and Galin L. Jones 
 Perfection within reach : exact MCMC sampling / Radu V. Craiu and Xiao-Li Meng 
 Spatial point processes / Mark Huber 
 The data augmentation algorithm : theory and methodology / James P. Hobert 
 Importance sampling, simulated tempering, and umbrella sampling / Charles J. Geyer 
 Likelihood-free MCMC / Scott A. Sisson and Yanan Fan --
Applications and case studies. MCMC in the analysis of genetic data on related individuals / Elizabeth Thompson 
 An MCMC-based analysis of a multilevel model for functional MRI data / Brian Caffo [and others] 
 Partially collapsed Gibbs sampling and path-adaptive metropolis-Hastings in high-energy astrophysics / David A. van Dyk and Taeyoung Park 
 Posterior exploration for computationally intensive forward models / David Higdon [and others] 
 Statistical ecology / Ruth King 
 Gaussian random field models for spatial data / Murali Haran 
 Modeling preference changes via a hidden Markov item response theory model / Jong Hee Park 
 Parallel Bayesian MCMC imputation for multiple distributed lag models : a case study in environmental epidemiology / Biran Caffo [and others] 
 MCMC for state-space models / Paul Fearnhead 
 MCMC in educational research / Roy Levy, Robert J. Mislevy, and John T. Behrens --
Applications of MCMC in fisheries science / Russell B. Millar 
 Model comparison and simulation for hierarchical models : analyzing rural-urban migration in Thailand / Filiz Garip and Bruce Western.