Advance Publication | 2021
 
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Articles
Aki Vehtari, Andrew Gelman, Daniel Simpson, Bob Carpenter, Paul-Christian Bürkner
Bayesian Anal. Advance Publication, 1-28, (2021) DOI: 10.1214/20-BA1221
Yuxiang Gao, Lauren Kennedy, Daniel Simpson, Andrew Gelman
Bayesian Anal. Advance Publication, 1-26, (2021) DOI: 10.1214/20-BA1223
KEYWORDS: multilevel regression and poststratification, non-representative data, bias reduction, small-area estimation, structured prior distributions, Stan, integrated nested Laplace approximation (INLA)
Alexander Buchholz, Nicolas Chopin, Pierre E. Jacob
Bayesian Anal. Advance Publication, 1-27, (2021) DOI: 10.1214/20-BA1222
KEYWORDS: sequential Monte Carlo, Hamiltonian Monte Carlo, 62F15, 65C05
Steven Kleinegesse, Christopher Drovandi, Michael U. Gutmann
Bayesian Anal. Advance Publication, 1-30, (2021) DOI: 10.1214/20-BA1225
KEYWORDS: Bayesian experimental design, likelihood-free inference, mutual information, Approximate Bayesian Computation, implicit models, 62K05, 62L05
Audrey Béliveau, Paul Gustafson
Bayesian Anal. Advance Publication, 1-21, (2021) DOI: 10.1214/20-BA1224
KEYWORDS: Bayesian inference, Bayesian network meta-analysis, contrast-based approach, disconnected network, indirect evidence, mixed treatment comparison, network meta-analysis
Thomas A. Murray, Peter F. Thall, Frederique Schortgen, Pierre Asfar, Sarah Zohar, Sandrine Katsahian
Bayesian Anal. Advance Publication, 1-20, (2021) DOI: 10.1214/20-BA1229
KEYWORDS: commensurate prior, conditional autoregressive model, evidence synthesis, intensive care unit, non-proportional hazards, restricted mean survival
Emilio Porcu, Pier Giovanni Bissiri, Felipe Tagle, Rubén Soza, Fernando A. Quintana
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/20-BA1228
KEYWORDS: correlation function, great-circle distance, mean square differentiability, nonparametric Bayes, spheres
Teng Wu, Naveen N. Narisetty
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/20-BA1217
KEYWORDS: Bayesian quantile regression, multiple quantile regression, working likelihood, Adaptive importance sampling
Alan Benson, Nial Friel
Bayesian Anal. Advance Publication, 1-27, (2021) DOI: 10.1214/20-BA1230
KEYWORDS: Conway-Maxwell-Poisson distribution, dispersed count data, intractable likelihoods, rejection sampling, 62F15, 62J12
Tim van Erven, Botond Szabó
Bayesian Anal. Advance Publication, 1-28, (2021) DOI: 10.1214/20-BA1227
KEYWORDS: spike-and-slab prior, Model selection, High-dimensional statistics, 62G05, 62F15
Allard Hendriksen, Rianne de Heide, Peter Grünwald
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/20-BA1234
KEYWORDS: Bayesian testing, optional stopping, Bayes factors, group invariance, right Haar prior
Lane F. Burgette, David Puelz, P. Richard Hahn
Bayesian Anal. Advance Publication, 1-18, (2021) DOI: 10.1214/20-BA1233
KEYWORDS: base category, discrete choice, Gibbs sampler, sum-to-zero identification
Miguel González, Carmen Minuesa, Inés del Puerto, Anand N. Vidyashankar
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/20-BA1239
KEYWORDS: branching process, controlled process, disparity measures, robustness, Bayesian inference, 60J80, 62M05
Riddhi Pratim Ghosh, Bani Mallick, Mohsen Pourahmadi
Bayesian Anal. Advance Publication, 1-20, (2021) DOI: 10.1214/20-BA1237
KEYWORDS: angular parameterization, Cholesky decomposition, longitudinal data, selection, shrinkage, structured correlation matrix
Giacomo Zanella, Gareth Roberts
Bayesian Anal. Advance Publication, 1-35, (2021) DOI: 10.1214/20-BA1242
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
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
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
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
KEYWORDS: compound Poisson model, generalized Beta distribution, Jeffreys prior, model identifiability, neonatal mortality, underreporting, 62F15, 62J12
Isaac Lavine, Michael Lindon, Mike West
Bayesian Anal. Advance Publication, 1-25, (2021) DOI: 10.1214/20-BA1245
KEYWORDS: Bayesian forecasting, decision analysis, dynamic dependency network models, dynamic linear models, Gibbs model probabilities, macroeconomic forecasting, model averaging, model structure uncertainty, shotgun stochastic search
Jonathan R. Bradley
Bayesian Anal. Advance Publication, 1-38, (2021) DOI: 10.1214/20-BA1246
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
KEYWORDS: Mechanistic models, network models, Gaussian process
Evgeny Levi, Radu V. Craiu
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/20-BA1250
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
KEYWORDS: data assimilation, Ensemble Kalman filter, particle filter, particle MCMC, pseudo-marginal MCMC, state space models
Maria M. Barbieri, James O. Berger, Edward I. George, Veronika Ročková
Bayesian Anal. Advance Publication, 1-28, (2021) DOI: 10.1214/20-BA1249
KEYWORDS: Bayesian variable selection, median probability model, multicollinearity, spike and slab, 62C10, 62F15
Bruno Buonaguidi, Antonietta Mira, Herbert Bucheli, Viton Vitanis
Bayesian Anal. Advance Publication, 1-30, (2021) DOI: 10.1214/20-BA1254
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
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
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
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
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, 1-38, (2021) DOI: 10.1214/21-BA1257
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
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
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
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
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
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
KEYWORDS: vectorisation, single instruction multiple data, advanced vector extensions, Approximate Bayesian Computation, weakly informative priors, sequential Monte Carlo, 65C60, 97K80
Federico Castelletti, Guido Consonni
Bayesian Anal. Advance Publication, 1-25, (2021) DOI: 10.1214/21-BA1260
KEYWORDS: Graphical model, Directed acyclic graph, DAG-probit, Causal inference, DAG-Wishart, modified Cholesky decomposition
Edward George, Gourab Mukherjee, Keisuke Yano
Bayesian Anal. Advance Publication, 1-17, (2021) DOI: 10.1214/21-BA1264
KEYWORDS: predictive density, α-divergences, predictive inference, optimal shrinkage, risk estimation, Empirical Bayes, 62L20, 60F15, 60G42
Max Goplerud
Bayesian Anal. Advance Publication, 1-28, (2021) DOI: 10.1214/21-BA1266
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
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
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
KEYWORDS: Bayesian inference and classification, intensity, Cardinality, marked point processes, topological data analysis, 62F15, 60G55, 62-07, 62P10
Sayar Karmakar, Arkaprava Roy
Bayesian Anal. Advance Publication, 1-29, (2021) DOI: 10.1214/21-BA1267
KEYWORDS: autoregressive model, B-splines, Hamiltonian Monte Carlo (HMC), non-stationary, posterior contraction, Volatility
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