36 citations · 109 across the 10 of their papers we have counts for
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2019★ 16 cited
Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach
Santtu Tikka, Antti Hyttinen, Juha Karvanen
Causal effect identification considers whether an interventional probability distribution can be uniquely determined without parametric assumptions from measured source distributio…
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…