Discriminative Structure Learning of Markov Logic Networks.
Marenglen BibaStefano FerilliFloriana EspositoPublished in: ILP (2008)
Keyphrases
- structure learning
- markov logic networks
- graphical models
- bayesian networks
- statistical relational learning
- max margin
- conditional independence
- parameter learning
- parameter estimation
- transfer learning
- markov networks
- sample size
- first order logic
- probabilistic graphical models
- network structure
- belief propagation
- multi class
- feature selection
- machine learning
- latent variables
- probabilistic inference
- approximate inference
- maximum likelihood estimation
- conditional random fields
- markov random field
- semi supervised
- probabilistic reasoning
- upper bound
- training data
- knowledge base