25 citations · 25 across the 1 of their papers we have counts for
2 papers
stat.ML2015
Distributional Equivalence and Structure Learning for Bow-free Acyclic Path Diagrams
Christopher Nowzohour, Marloes H. Maathuis, Robin J. Evans +1
We consider the problem of structure learning for bow-free acyclic path diagrams (BAPs). BAPs can be viewed as a generalization of linear Gaussian DAG models that allow for certain…
stat.ML2013★ 25 cited
Score-based Causal Learning in Additive Noise Models
Christopher Nowzohour, Peter Bühlmann
Given data sampled from a number of variables, one is often interested in the underlying causal relationships in the form of a directed acyclic graph. In the general case, without…