VOL. 12 · NO. 2 | June 2017
 
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Frontmatter
Bayesian Anal. 12 (2), (June 2017)
No abstract available
Bayesian Anal. 12 (2), (June 2017)
No abstract available
Articles
Adam J. Suarez, Subhashis Ghosal
Bayesian Anal. 12 (2), 311-333, (June 2017) DOI: 10.1214/16-BA1003
KEYWORDS: principal components, Covariance estimation, functional data
Bin Zhu, David B. Dunson
Bayesian Anal. 12 (2), 335-350, (June 2017) DOI: 10.1214/16-BA1004
KEYWORDS: Bayesian functional data analysis, Gaussian process, state space model, Stochastic differential equation, volatility heterogeneity
Daniel K. Sewell, Yuguo Chen
Bayesian Anal. 12 (2), 351-377, (June 2017) DOI: 10.1214/16-BA1000
KEYWORDS: clustering, longitudinal data, Markov chain Monte Carlo, mixture model, Pólya–Gamma distribution, variational Bayes
Seongil Jo, Jaeyong Lee, Peter Müller, Fernando A. Quintana, Lorenzo Trippa
Bayesian Anal. 12 (2), 379-406, (June 2017) DOI: 10.1214/16-BA1006
KEYWORDS: climate prediction, conditional autoregressive model, spatial density estimation, species sampling model
Fabrizio Ruggeri, Zaid Sawlan, Marco Scavino, Raul Tempone
Bayesian Anal. 12 (2), 407-433, (June 2017) DOI: 10.1214/16-BA1007
KEYWORDS: linear parabolic PDEs, noisy boundary parameters, Bayesian inference, heat equation, thermal diffusivity
Gavin A. Whitaker, Andrew Golightly, Richard J. Boys, Chris Sherlock
Bayesian Anal. 12 (2), 435-463, (June 2017) DOI: 10.1214/16-BA1009
KEYWORDS: Stochastic differential equation, mixed-effects, Markov chain Monte Carlo, modified innovation scheme, linear noise approximation
Daniel Turek, Perry de Valpine, Christopher J. Paciorek, Clifford Anderson-Bergman
Bayesian Anal. 12 (2), 465-490, (June 2017) DOI: 10.1214/16-BA1008
KEYWORDS: MCMC, Metropolis–Hastings, block sampling, integrated autocorrelation time, Mixing, NIMBLE
Osvaldo Anacleto, Catriona Queen
Bayesian Anal. 12 (2), 491-509, (June 2017) DOI: 10.1214/16-BA1010
KEYWORDS: chain graph, Multiregression dynamic model, network traffic flow forecasting, gene expression networks, network data, time series
Min Wang
Bayesian Anal. 12 (2), 511-532, (June 2017) DOI: 10.1214/16-BA1011
KEYWORDS: ANOVA models, Bayes factor, consistency, growing number of parameters, Zellner’s g-prior
Hyungsuk Tak, Carl N. Morris
Bayesian Anal. 12 (2), 533-555, (June 2017) DOI: 10.1214/16-BA1012
KEYWORDS: objective Bayes, hierarchical models, random effects, overdispersion, logistic regression, beta-binomial, uniform shrinkage prior
Cecilia Earls, Giles Hooker
Bayesian Anal. 12 (2), 557-582, (June 2017) DOI: 10.1214/16-BA1013
KEYWORDS: Bayesian modeling, functional data, functional prediction, registration, smoothing, variational Bayes
Invited Review Paper
Sudipto Banerjee
Bayesian Anal. 12 (2), 583-614, (June 2017) DOI: 10.1214/17-BA1056R
KEYWORDS: Bayesian statistics, Gaussian process, low rank Gaussian process, Nearest Neighbor Gaussian process (NNGP), predictive process, sparse Gaussian process, spatiotemporal statistics
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