Graphical network and topology estimation for autoregressive models using Gibbs sampling

•Gibbs sampling can be used for the joint estimation of a graphical network and its topology from time-series data.•Conditional sampling in blocked Gibbs sampler has adverse effects in estimating network coefficients and topology together.•Different sampling strategies in Gibbs samplers affect convergence rate and performance of samplers with increasing system dimensions and varying network prior.