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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Những tác giả chính: Cano, Andrés, Gómez Olmedo, Manuel, Pérez-Ariza, Cora B., Salmerón Cerdán, Antonio
Định dạng: info:eu-repo/semantics/article
Ngôn ngữ:English
Được phát hành: 2017
Những chủ đề:
Truy cập trực tuyến:http://hdl.handle.net/10835/4885
https://doi.org/10.1142/S0218488512500110