VOL. 17 · NO. 2 | June 2022
Bayesian Anal. 17 (2), (June 2022) Open Access
No abstract available
Bayesian Anal. 17 (2), (June 2022) Open Access
No abstract available
Ben Lambert, Aki Vehtari
Bayesian Anal. 17 (2), 353-379, (June 2022) DOI: 10.1214/20-BA1252 Open Access
Marcos A. Capistrán, J. Andrés Christen, María L. Daza-Torres, Hugo Flores-Arguedas, J. Cricelio Montesinos-López
Bayesian Anal. 17 (2), 381-403, (June 2022) DOI: 10.1214/20-BA1255 Open Access
KEYWORDS: Inverse problems, uncertainty quantification, Bayesian inference, Bayesian model comparison, numerical analysis of ODE’s and PDE’s, Total variation, 62F15, 62F35, 62F07
Sara Wade, Raffaella Piccarreta, Andrea Cremaschi, Isadora Antoniano-Villalobos
Bayesian Anal. 17 (2), 405-433, (June 2022) DOI: 10.1214/20-BA1256 Open Access
KEYWORDS: Bayesian nonparametrics, adaptive truncation, sequential Monte Carlo, time-to-event, non-informative censoring, 62G07, 62G08, 62N01, 62P25
Samuel I. Berchuck, Mark Janko, Felipe A. Medeiros, William Pan, Sayan Mukherjee
Bayesian Anal. 17 (2), 435-464, (June 2022) DOI: 10.1214/20-BA1253 Open Access
KEYWORDS: Bayesian non-parametrics, probit stick-breaking process, factor analysis, Dimension reduction, spatiotemporal clustering, 62G08, 62F15, 62H25
Stephen R. Johnson, Daniel A. Henderson, Richard J. Boys
Bayesian Anal. 17 (2), 465-490, (June 2022) DOI: 10.1214/21-BA1258 Open Access
KEYWORDS: Markov chain Monte Carlo, MC3, permutations, predictive inference, rank ordered data
Ilsang Ohn, Yongdai Kim
Bayesian Anal. 17 (2), 491-514, (June 2022) DOI: 10.1214/21-BA1261 Open Access
KEYWORDS: Covariance matrix, factor dimensionality, factor model, Indian buffet process, posterior consistency, Posterior contraction rate
Hugh A. Chipman, Edward I. George, Robert E. McCulloch, Thomas S. Shively
Bayesian Anal. 17 (2), 515-544, (June 2022) DOI: 10.1214/21-BA1259 Open Access
KEYWORDS: Bayesian nonparametrics, ensemble model, isotonic regression, MCMC algorithm, multidimensional nonparametric regression, shape constrained inference, 62F15, 62G08
Yasuyuki Hamura, Kaoru Irie, Shonosuke Sugasawa
Bayesian Anal. 17 (2), 545-564, (June 2022) DOI: 10.1214/21-BA1263 Open Access
KEYWORDS: heavy tailed distribution, Markov chain Monte Carlo, Poisson distribution, tail robustness
David Rossell
Bayesian Anal. 17 (2), 565-591, (June 2022) DOI: 10.1214/21-BA1262 Open Access
KEYWORDS: Model selection, Bayes factors, high-dimensional inference, consistency, uncertainty quantification, L0 penalty, model misspecification
David J. Warne, Scott A. Sisson, Christopher Drovandi
Bayesian Anal. 17 (2), 593-622, (June 2022) DOI: 10.1214/21-BA1265 Open Access
KEYWORDS: vectorisation, single instruction multiple data, advanced vector extensions, Approximate Bayesian Computation, weakly informative priors, sequential Monte Carlo, 65C60, 97K80
Max Goplerud
Bayesian Anal. 17 (2), 623-650, (June 2022) DOI: 10.1214/21-BA1266 Open Access
KEYWORDS: hierarchical models, variational Bayes, marginal augmentation, scalable statistical methodology
Angelos Alexopoulos, Petros Dellaportas, Omiros Papaspiliopoulos
Bayesian Anal. 17 (2), 651-683, (June 2022) DOI: 10.1214/21-BA1268 Open Access
KEYWORDS: dynamic factor model, forecasting stock returns, Markov chain Monte Carlo, stochastic volatility with jumps, sequential Monte Carlo
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