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...
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Veröffentlicht in: | Computer methods and programs in biomedicine 2016-04, Vol.126, p.128-142 |
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Hauptverfasser: | , , , , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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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. |
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ISSN: | 0169-2607 1872-7565 |
DOI: | 10.1016/j.cmpb.2015.12.010 |