130 citations · 671 across the 42 of their papers we have counts for
Showing 2012 · cs.AIShow all
3 papers · 2 filters
cs.AI2012★ 8 cited
Expectation Propogation for approximate inference in dynamic Bayesian networks
Tom Heskes, Onno Zoeter
We describe expectation propagation for approximate inference in dynamic Bayesian networks as a natural extension of Pearl s exact belief propagation.Expectation propagation IS a g…
cs.AI2012★ 38 cited
A Bayesian Approach to Constraint Based Causal Inference
Tom Claassen, Tom Heskes
We target the problem of accuracy and robustness in causal inference from finite data sets. Some state-of-the-art algorithms produce clear output complete with solid theoretical gu…
cs.AI2012★ 22 cited
A Logical Characterization of Constraint-Based Causal Discovery
Tom Claassen, Tom Heskes
We present a novel approach to constraint-based causal discovery, that takes the form of straightforward logical inference, applied to a list of simple, logical statements about ca…