Posterior consistency

A Bayesian Subset Specific Approach to Joint Selection of Multiple Graphical Models

The joint estimation of multiple graphical models from high-dimensional data has been studied in the statistics and machine learning literature, owing to its importance in diverse fields including molecular biology, neuroscience, and the social …

Strong selection consistency of Bayesian vector autoregressive models based on a pseudo-likelihood approach

Vector autoregressive (VAR) models aim to capture linear temporal interdependencies among multiple time series. They have been widely used in macroeconomics and financial econometrics and more recently have found novel applications in functional …