36 citations · 109 across the 10 of their papers we have counts for
3 papers · 1 filter
Causal Discovery of Linear Cyclic Models from Multiple Experimental Data Sets with Overlapping Variables
Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer
Much of scientific data is collected as randomized experiments intervening on some and observing other variables of interest. Quite often, a given phenomenon is investigated in sev…
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…
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…