21 citations · 21 across the 2 of their papers we have counts for
2 papers
stat.ML2012★ 21 cited
Bayesian Discovery of Linear Acyclic Causal Models
Patrik O. Hoyer, Antti Hyttinen
Methods for automated discovery of causal relationships from non-interventional data have received much attention recently. A widely used and well understood model family is given…
cs.LG2012
Noisy-OR Models with Latent Confounding
Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer
Given a set of experiments in which varying subsets of observed variables are subject to intervention, we consider the problem of identifiability of causal models exhibiting latent…