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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書目詳細資料
Main Authors: Cano, Andrés, Gómez Olmedo, Manuel, Pérez-Ariza, Cora B., Salmerón Cerdán, Antonio
格式: info:eu-repo/semantics/article
語言:English
出版: 2017
主題:
在線閱讀:http://hdl.handle.net/10835/4885
https://doi.org/10.1142/S0218488512500110