Distributional equivalence and structure learning for bow-free acyclic path diagrams

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 hidden variables. We present a first method for this problem using a greedy score-based search algorithm. We also prove...

Täydet tiedot

Bibliografiset tiedot
Päätekijät: Nowzohour, C, Maathuis, M, Evans, R, Buehlmann, P
Aineistotyyppi: Journal article
Julkaistu: Institute of Mathematical Statistics 2017