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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.ML2012★ 11 cited
Order-independent constraint-based causal structure learning
Diego Colombo, Marloes H. Maathuis
We consider constraint-based methods for causal structure learning, such as the PC-, FCI-, RFCI- and CCD- algorithms (Spirtes et al. (2000, 1993), Richardson (1996), Colombo et al.…