most citedA Prior Distribution over Directed Acyclic Graphs for Sparse Bayesian Networks

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math.ST2018

Sequential sampling of junction trees for decomposable graphs

Jimmy Olsson, Tetyana Pavlenko, Felix L. Rios

The junction-tree representation provides an attractive structural property for organizing a decomposable graph. In this study, we present two novel stochastic algorithms, which we…

math.ST2018

Bayesian learning of weakly structural Markov graph laws using sequential Monte Carlo methods

Jimmy Olsson, Tetyana Pavlenko, Felix L. Rios

We present a sequential sampling methodology for weakly structural Markov laws, arising naturally in a Bayesian structure learning context for decomposable graphical models. As a k…