Advance Publication | 2022
 
The advance publication content published here for the Bayesian Analysis is in its final form; it has been reviewed, corrected, edited, typeset, and assigned a permanent digital object identifier (DOI). The article's pagination will be updated when the article is assigned to a volume and issue.

Advance publication content can be cited using the date of online publication and the DOI.
VIEW ALL ABSTRACTS +
Articles
Giacomo Zanella, Gareth Roberts
Bayesian Anal. Advance Publication, 1-70, (2022) DOI: 10.1214/20-BA1242 Open Access
KEYWORDS: Gibbs sampler, Convergence rates, hierarchical models, multigrid decomposition, centred and non-centred parametrizations, statistical identifiability
Owen Thomas, Ritabrata Dutta, Jukka Corander, Samuel Kaski, Michael U. Gutmann
Bayesian Anal. Advance Publication, 1-31, (2021) DOI: 10.1214/20-BA1238 Open Access
KEYWORDS: Approximate Bayesian Computation, density-ratio estimation, likelihood-free inference, logistic regression, probabilistic classification, stochastic dynamical systems, summary statistics selection, synthetic likelihood
Alejandra Avalos-Pacheco, David Rossell, Richard S. Savage
Bayesian Anal. Advance Publication, 1-34, (2021) DOI: 10.1214/20-BA1240 Open Access
KEYWORDS: Bayesian factor analysis, EM, Non-local priors, shrinkage, 62-07, 62F15, 62P10
Marie-Pier Côté, Christian Genest, David A. Stephens
Bayesian Anal. Advance Publication, 1-27, (2021) DOI: 10.1214/20-BA1243 Open Access
KEYWORDS: Bayesian model, Censored data, copula, Correlation, Fernández–Steel skewed normal, imputation, insurance claim, multinomial and logistic regression, 62F15, 62P05, 62H05
Guilherme Lopes de Oliveira, Raffaele Argiento, Rosangela Helena Loschi, Renato Martins Assunção, Fabrizio Ruggeri, Márcia D’Elia Branco
Bayesian Anal. Advance Publication, 1-32, (2021) DOI: 10.1214/20-BA1244 Open Access
KEYWORDS: compound Poisson model, generalized Beta distribution, Jeffreys prior, model identifiability, neonatal mortality, underreporting, 62F15, 62J12
Jonathan R. Bradley
Bayesian Anal. Advance Publication, 1-38, (2021) DOI: 10.1214/20-BA1246 Open Access
KEYWORDS: Bayesian hierarchical model, big data, multiple response-types, Markov chain Monte Carlo, non-Gaussian, nonlinear, Gibbs sampler, log-linear models, 62H11, 62P12
Louis Raynal, Sixing Chen, Antonietta Mira, Jukka-Pekka Onnela
Bayesian Anal. Advance Publication, 1-28, (2021) DOI: 10.1214/20-BA1248 Open Access
KEYWORDS: Mechanistic models, network models, Gaussian process
Evgeny Levi, Radu V. Craiu
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/20-BA1250 Open Access
KEYWORDS: Approximate Bayesian Computation, synthetic likelihood, Perturbed MCMC, k-Nearest Neighbour, 62-08, 60K35, 60J22
Christopher Drovandi, Richard G. Everitt, Andrew Golightly, Dennis Prangle
Bayesian Anal. Advance Publication, 1-38, (2021) DOI: 10.1214/20-BA1251 Open Access
KEYWORDS: data assimilation, Ensemble Kalman filter, particle filter, particle MCMC, pseudo-marginal MCMC, state space models
Bruno Buonaguidi, Antonietta Mira, Herbert Bucheli, Viton Vitanis
Bayesian Anal. Advance Publication, 1-30, (2021) DOI: 10.1214/20-BA1254 Open Access
KEYWORDS: Bayesian model, credit card fraud detection, Optimal stopping theory, 62H30, 60G40, 65C60
Ben Lambert, Aki Vehtari
Bayesian Anal. Advance Publication, 1-27, (2021) 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. Advance Publication, 1-23, (2021) 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. Advance Publication, 1-29, (2021) 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. Advance Publication, 1-30, (2021) DOI: 10.1214/20-BA1253 Open Access
KEYWORDS: Bayesian non-parametrics, probit stick-breaking process, factor analysis, Dimension reduction, spatiotemporal clustering, 62G08, 62F15, 62H25
John R. Lewis, Steven N. MacEachern, Yoonkyung Lee
Bayesian Anal. Advance Publication, 1-70, (2021) DOI: 10.1214/21-BA1257 Open Access
KEYWORDS: Markov chain Monte Carlo, M-estimation, robust regression
Stephen R. Johnson, Daniel A. Henderson, Richard J. Boys
Bayesian Anal. Advance Publication, 1-26, (2021) 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. Advance Publication, 1-24, (2021) 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. Advance Publication, 1-30, (2021) 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. Advance Publication, 1-20, (2021) DOI: 10.1214/21-BA1263 Open Access
KEYWORDS: heavy tailed distribution, Markov chain Monte Carlo, Poisson distribution, tail robustness
David Rossell
Bayesian Anal. Advance Publication, 1-27, (2021) 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. Advance Publication, 1-30, (2021) 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. Advance Publication, 1-28, (2021) 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. Advance Publication, 1-33, (2021) 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
Sergio Bacallado, Stefano Favaro, Samuel Power, Lorenzo Trippa
Bayesian Anal. Advance Publication, 1-25, (2021) DOI: 10.1214/21-BA1269 Open Access
KEYWORDS: Bayesian nonparametrics, Gibbs sampling, hierarchical Pitman–Yor process, perfect sampling, Species sampling, unbiased Monte Carlo estimation
Vasileios Maroulas, Cassie Putman Micucci, Farzana Nasrin
Bayesian Anal. Advance Publication, 1-26, (2021) DOI: 10.1214/21-BA1270 Open Access
KEYWORDS: Bayesian inference and classification, intensity, Cardinality, marked point processes, topological data analysis, 62F15, 60G55, 62-07, 62P10
David E. Jones, Robert N. Trangucci, Yang Chen
Bayesian Anal. Advance Publication, 1-28, (2021) DOI: 10.1214/21-BA1271 Open Access
KEYWORDS: effective prior sample size, statistical information, Wasserstein distance, Bayes estimate, sensitivity analysis
Daniel Ayala, Leonardo Jofré, Luis Gutiérrez, Ramsés H. Mena
Bayesian Anal. Advance Publication, 1-26, (2021) DOI: 10.1214/21-BA1272 Open Access
KEYWORDS: Bayesian nonparametrics, Erlang distribution, mixture model, Renewal function, 62G05, 62M05, 60J28
Brian Kidd, Matthias Katzfuss
Bayesian Anal. Advance Publication, 1-22, (2021) DOI: 10.1214/21-BA1273 Open Access
KEYWORDS: Bayesian linear regression, climate-model emulation, modified Cholesky factorization, ordered conditional independence, Sparsity, Vecchia approximation
Invited Case Study
Terrance D. Savitsky, Matthew R. Williams
Bayesian Anal. Advance Publication, 1-25, (2021) DOI: 10.1214/21-BA1274 Open Access
KEYWORDS: spatio-temporal modeling, Gaussian Markov random field, Dirichlet process, Bayesian hierarchical models, latent models, nonparametric statistics, functional data estimation, survey sampling, 62F15, 62M10, 62-08, 62P20
Articles
Wei Shi, Ming-Hui Chen, Lynn Kuo, Paul O. Lewis
Bayesian Anal. Advance Publication, 1-31, (2021) DOI: 10.1214/21-BA1277 Open Access
KEYWORDS: area under the curve, data compatibility, highest density regions, Monte Carlo methods, power prior
William Hua, Hongyuan Mei, Sarah Zohar, Magali Giral, Yanxun Xu
Bayesian Anal. Advance Publication, 1-30, (2021) DOI: 10.1214/21-BA1276 Open Access
KEYWORDS: Bayesian joint model, dynamic treatment regimes, electronic health records, marked temporal point process, policy gradient
Jin Wang, Yunbo Ouyang, Yuan Ji, Feng Liang
Bayesian Anal. Advance Publication, 1-22, (2021) DOI: 10.1214/21-BA1275 Open Access
KEYWORDS: Bayesian variable selection, EM, Bayesian bootstrap, Asymptotic consistency
Yucong Ma, Jun S. Liu
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/21-BA1281 Open Access
KEYWORDS: factor analysis, high dimensional data, posterior consistency, orthogonality, Gibbs sampling
Richard L. Warr, David B. Dahl, Jeremy M. Meyer, Arthur Lui
Bayesian Anal. Advance Publication, 1-37, (2021) DOI: 10.1214/21-BA1279 Open Access
KEYWORDS: Bayesian nonparametric models, clustering, Chinese restaurant process, feature allocations, Indian buffet process, latent feature models
Alejandro Murua, Fernando Andrés Quintana
Bayesian Anal. Advance Publication, 1-27, (2021) DOI: 10.1214/21-BA1284 Open Access
KEYWORDS: clustering, CAR model, stick-breaking prior, gene expression
Antonio R. Linero, Piyali Basak, Yinpu Li, Debajyoti Sinha
Bayesian Anal. Advance Publication, 1-24, (2021) DOI: 10.1214/21-BA1285 Open Access
KEYWORDS: Bayesian additive regression trees, Data augmentation, proportional hazards, nonparametric Bayes, Survival analysis
Antony Overstall, James McGree
Bayesian Anal. Advance Publication, 1-21, (2021) DOI: 10.1214/21-BA1286 Open Access
KEYWORDS: cubic spline basis, expected loss function, full-treatment model, model discrepancy, Non-linear model, normal linear model
Yuling Yao, Gregor Pirš, Aki Vehtari, Andrew Gelman
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/21-BA1287 Open Access
KEYWORDS: Bayesian hierarchical modeling, conditional prediction, covariate shift, model averaging, stacking, prior construction
Dimitris Fouskakis, Ioannis Ntzoufras
Bayesian Anal. Advance Publication, 1-27, (2021) DOI: 10.1214/21-BA1288 Open Access
KEYWORDS: Bayesian model comparison, expected-posterior priors, imaginary training samples, mixtures of g-priors, objective priors
Yaozhong Hu, Junxi Zhang
Bayesian Anal. Advance Publication, 1-20, (2021) DOI: 10.1214/21-BA1290 Open Access
KEYWORDS: Bayesian nonparametric priors, stick-breaking process, Dirichlet process, Two-parameter Poisson-Dirichlet process, normalized inverse Gaussian process, normalized generalized gamma process, generalized Dirichlet process, Strong law of large numbers, functional central limit theorem, 60G57, 62F15, 62G20, 60F05
Tianyu Cui, Aki Havulinna, Pekka Marttinen, Samuel Kaski
Bayesian Anal. Advance Publication, 1-31, (2021) DOI: 10.1214/21-BA1291 Open Access
KEYWORDS: informative prior, neural network, proportion of variance explained, Sparsity
Fan Yin, Weining Shen, Carter T. Butts
Bayesian Anal. Advance Publication, 1-39, (2022) DOI: 10.1214/21-BA1298 Open Access
KEYWORDS: exponential-family random graph models (ERGMs), Bayesian mixture model, MCMC, adjusted pseudolikelihood, political co-voting networks, brain functional connectivity networks
Fangzheng Xie, Joshua Cape, Carey E. Priebe, Yanxun Xu
Bayesian Anal. Advance Publication, 1-25, (2022) DOI: 10.1214/21-BA1292 Open Access
KEYWORDS: joint sparsity, latent factor model, matrix spike-and-slab LASSO, rate-optimal posterior contraction, two-to-infinity norm loss, 62H25, 62C10, 62H12
Sébastien Marmin, Maurizio Filippone
Bayesian Anal. Advance Publication, 1-30, (2022) DOI: 10.1214/21-BA1293 Open Access
KEYWORDS: Bayesian inference, Neural nets, computer experiments, deep Gaussian process, 62F15, 62M45, 62K99
Mengyang Gu, Hanmo Li
Bayesian Anal. Advance Publication, 1-26, (2022) DOI: 10.1214/21-BA1295 Open Access
KEYWORDS: orthogonality, marginalization, correlated data, Gaussian processes
Matthew Heiner, Athanasios Kottas
Bayesian Anal. Advance Publication, 1-29, (2022) DOI: 10.1214/21-BA1296 Open Access
KEYWORDS: Dirichlet process mixtures, dynamical system, local regression, Markov chain Monte Carlo, order selection
Sharmistha Guha, Jerome P. Reiter, Andrea Mercatanti
Bayesian Anal. Advance Publication, 1-25, (2022) DOI: 10.1214/21-BA1297 Open Access
KEYWORDS: treatment, Matching, observational, Fusion, propensity
Back to Top