Lifted Weight Learning of Markov Logic Networks Revisited

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Ondrej Kuzelka, Vyacheslav Kungurtsev ;
Proceedings of Machine Learning Research, PMLR 89:1753-1761, 2019.

Abstract

We study lifted weight learning of Markov logic networks. We show that there is an algorithm for maximum-likelihood learning of 2-variable Markov logic networks which runs in time polynomial in the domain size. Our results are based on existing lifted-inference algorithms and recent algorithmic results on computing maximum entropy distributions.

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