• DOI:10.1007/s10994-006-5833-1
Corpus ID: 12698795

Markov logic networks

@article{Richardson2006MarkovLN,
  title={Markov logic networks},
  author={M. Richardson and Pedro M. Domingos},
  journal={Machine Learning},
  year={2006},
  volume={62},
  pages={107-136}
}

M. Richardson, Pedro M. Domingos

Published 2006

Mathematics, Computer Science

Machine Learning

We propose a simple approach to combining first-order logic and probabilistic graphical models in a single representation. A Markov logic network (MLN) is a first-order knowledge base with a weight attached to each formula (or clause). Together with a set of constants representing objects in the domain, it specifies a ground Markov network containing one feature for each possible grounding of a first-order formula in the KB, with the corresponding weight. Inference in MLNs is performed by MCMC… CONTINUE READING

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