221 citations · 434 across the 31 of their papers we have counts for
Showing 2015 · stat.MLShow all
2 papers · 2 filters
stat.ML2015★ 6 cited
Exact and approximate inference in graphical models: variable elimination and beyond
Nathalie Peyrard, Marie-Josée Cros, Simon de Givry +5
Probabilistic graphical models offer a powerful framework to account for the dependence structure between variables, which is represented as a graph. However, the dependence betwee…
stat.ML2015★ 1 cited
A closed-form approach to Bayesian inference in tree-structured graphical models
Loïc Schwaller, Stéphane Robin, Michael Stumpf
We consider the inference of the structure of an undirected graphical model in an exact Bayesian framework. More specifically we aim at achieving the inference with close-form post…