Bayesian network modeling: A case study of an epidemiologic system analysis of cardiovascular risk

Highlights • An epidemiologic system analysis of cardiovascular risk is presented through a Bayesian network model. • The Bayesian network model can serve as a generic tool for application oriented activities: explanation, prediction, monitoring and prevention. • Due to cardiovascular disease is mul...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Computer methods and programs in biomedicine 2016-04, Vol.126, p.128-142
Hauptverfasser: Fuster-Parra, P, Tauler, P, Bennasar-Veny, M, Ligęza, A, López-González, A.A, Aguiló, A
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:Highlights • An epidemiologic system analysis of cardiovascular risk is presented through a Bayesian network model. • The Bayesian network model can serve as a generic tool for application oriented activities: explanation, prediction, monitoring and prevention. • Due to cardiovascular disease is multifactorial, the application of this kind of model is of special interest, both from theoretical and practical point of view. • The induced Bayesian network was used to make inferences taking into account three reasoning patterns: causal reasoning, evidential reasoning, and intercausal reasoning.
ISSN:0169-2607
1872-7565
DOI:10.1016/j.cmpb.2015.12.010