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Pairwise Markov Logic

Daan Fierens; Kristian Kersting; Jesse Davis; Jian Chen; Martin Mladenov
In: Fabrizio Riguzzi; Filip Zelezný (Hrsg.). Inductive Logic Programming - 22nd International Conference. International Conference on Inductive Logic Programming (ILP-2012), September 17-19, Dubrovnik, Croatia, Pages 58-73, Lecture Notes in Computer Science, Vol. 7842, Springer, 2012.


For many tasks in fields like computer vision, computational biology and information extraction, popular probabilistic inference methods have been devised mainly for propositional models that contain only unary and pairwise clique potentials. In contrast, statistical relational approaches typically do not restrict a model’s representational power and use high-order potentials to capture the rich structure of relational domains. This paper aims to bring both worlds closer together.

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