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...

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Bibliografische gegevens
Hoofdauteurs: Cano, Andrés, Gómez Olmedo, Manuel, Pérez-Ariza, Cora B., Salmerón Cerdán, Antonio
Formaat: info:eu-repo/semantics/article
Taal:English
Gepubliceerd in: 2017
Onderwerpen:
Online toegang:http://hdl.handle.net/10835/4885
https://doi.org/10.1142/S0218488512500110