Model Determination for Directed Acyclic Graphs

G. Consonni, Guido Consonni, V. Leucari, Valentina Leucari

Risultato della ricerca: Contributo in rivistaArticolo in rivistapeer review

5 Citazioni (Scopus)

Abstract

Directed acyclic graphs (DAGs) have become increasingly popular to communicate, model and manage complex systems efficiently. They also represent a major tool in probabilistic expert systems. We address the issue of model determination for DAGs, with respect to a given ordering of the variables, together with the corresponding parameter estimation, and show how this can be done in a simple way using available software for Bayesian data analysis, such as BUGS
Lingua originaleEnglish
pagine (da-a)243-256
Numero di pagine14
RivistaJOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES D-THE STATISTICIAN
Volume50
DOI
Stato di pubblicazionePubblicato - 2001

Keywords

  • Bayesian model selection
  • Bayesian network

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