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...

Полное описание

Библиографические подробности
Главные авторы: Cano, Andrés, Gómez Olmedo, Manuel, Pérez-Ariza, Cora B., Salmerón Cerdán, Antonio
Формат: info:eu-repo/semantics/article
Язык:English
Опубликовано: 2017
Предметы:
Online-ссылка:http://hdl.handle.net/10835/4885
https://doi.org/10.1142/S0218488512500110