Fast factorisation of probabilistic potentials and its application to approximate inference in Bayesian networks

We present an efficient procedure for factorising probabilistic potentials represented as probability trees. This new procedure is able to detect some regularities that cannot be captured by existing methods. In cases where an exact decomposition is not achievable, we propose a heuristic way to c...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Cano, Andrés, Gómez Olmedo, Manuel, Pérez-Ariza, Cora B., Salmerón Cerdán, Antonio
Format: info:eu-repo/semantics/article
Sprache:English
Veröffentlicht: 2017
Schlagworte:
Online Zugang:http://hdl.handle.net/10835/4885
https://doi.org/10.1142/S0218488512500110