On causal structural learning algorithms: Oracles’ simulations and considerations

This work evaluates the performance of several causal structure learning algorithms, in terms of their effectiveness and efficiency in detecting true causal relations among variables. Constraint-based, score-based and hybrid algorithms are jointly compared and ranked according to the two criteria ab...

Full description

Bibliographic Details

Published in:	Knowledge-based systems Vol. 276; p. 110694
Main Authors:	Farnia, Luca, Alibegovic, Mia, Cruickshank, Edward
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 27.09.2023
Subjects:	Bayesian network Causal relation Correlation Independence Correlation Bayesian network Independence Causal relation
ISSN:	0950-7051, 1872-7409
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!