Distributed Parameter Estimation in Probabilistic Graphical Models

This paper presents foundational theoretical results on distributed parameter estimation for undirected probabilistic graphical models. It introduces a general condition on composite likelihood decompositions of these models which guarantees the global consistency of distributed estimators, provided...

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Váldodahkkit: Mizrahi, Y, Denil, M, de Freitas, N
Materiálatiipa: Conference item
Almmustuhtton: University of Oxford 2014