VOL. 17 · NO. 4 | December 2022
 
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Antony Overstall, James McGree
Bayesian Anal. 17 (4), 1021-1041, (December 2022) 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. 17 (4), 1043-1071, (December 2022) 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. 17 (4), 1073-1099, (December 2022) 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. 17 (4), 1101-1120, (December 2022) 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. 17 (4), 1121-1151, (December 2022) 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. 17 (4), 1153-1191, (December 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. 17 (4), 1193-1217, (December 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
Mengyang Gu, Hanmo Li
Bayesian Anal. 17 (4), 1219-1244, (December 2022) DOI: 10.1214/21-BA1295 Open Access
KEYWORDS: orthogonality, marginalization, correlated data, Gaussian processes
Matthew Heiner, Athanasios Kottas
Bayesian Anal. 17 (4), 1245-1273, (December 2022) DOI: 10.1214/21-BA1296 Open Access
KEYWORDS: Dirichlet process mixtures, dynamical system, local regression, Markov chain Monte Carlo, order selection
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