期刊: BAYESIAN ANALYSIS, 2021; 16 (2)
A multiple changepoint model in continuous time is formulated as a continuous-time hidden Markov model, defined on a countable infinite state space. T......
期刊: BAYESIAN ANALYSIS, 2021; 16 (1)
In this paper, objective Bayesian analysis for the Student-t linear regression model with unknown degrees of freedom is studied. The reference priors ......
期刊: BAYESIAN ANALYSIS, 2021; 16 (3)
A central theme in the field of survey statistics is estimating popu-lation-level quantities through data coming from potentially non-representative s......
期刊: BAYESIAN ANALYSIS, 2020; 15 (2)
Arctic sea ice extent has drawn increasing interest and alarm from geoscientists, owing to its rapid decline. In this article, we propose a Bayesian s......
期刊: BAYESIAN ANALYSIS, 2020; 15 (2)
Bayesian inference on quantile regression (QR) model with mixed discrete and non-ignorable missing covariates is conducted by reformulating QR model a......
期刊: BAYESIAN ANALYSIS, 2019; 14 (1)
When model uncertainty is handled by Bayesian model averaging (BMA) or Bayesian model selection (BMS), the posterior distribution possesses a desirabl......
期刊: BAYESIAN ANALYSIS, 2019; 14 (2)
In many applications, investigators monitor processes that vary in space and time, with the goal of identifying temporally persistent and spatially lo......
期刊: BAYESIAN ANALYSIS, 2019; 14 (2)
Bayesian approaches to phase II clinical trial designs are usually based on the posterior distribution of the parameter of interest and calibration of......
期刊: BAYESIAN ANALYSIS, 2019; 14 (3)
Gaussian processes (GPs) are very widely used for modeling of unknown functions or surfaces in applications ranging from regression to classification ......
期刊: BAYESIAN ANALYSIS, 2017; 12 (1)
We study the problem of independence and conditional independence tests between categorical covariates and a continuous response variable, which has a......
期刊: BAYESIAN ANALYSIS, 2017; 12 (1)
Conventional phase II clinical trials use either a single-arm or a double-arm scheme to examine the treatment effect of an investigational drug. The h......
期刊: BAYESIAN ANALYSIS, 2017; 12 (4)
We introduce a fast and easy-to-implement simulation algorithm for a multivariate normal distribution truncated on the intersection of a set of hyper-......