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...

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Veröffentlicht in:	Knowledge-based systems Jg. 276; S. 110694
Hauptverfasser:	Farnia, Luca, Alibegovic, Mia, Cruickshank, Edward
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 27.09.2023
Schlagworte:	Bayesian network Causal relation Correlation Independence Correlation Bayesian network Independence Causal relation
ISSN:	0950-7051, 1872-7409
Online-Zugang:	Volltext
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