Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS
Feng NiuChristopher RéAnHai DoanJude W. ShavlikPublished in: CoRR (2011)
Keyphrases
- statistical inference
- markov logic networks
- graphical models
- structure learning
- markov networks
- probabilistic graphical models
- bayesian inference
- first order logic
- belief propagation
- probabilistic reasoning
- model selection
- probabilistic model
- statistical learning
- bayesian networks
- conditional random fields
- random variables
- probabilistic inference
- max margin
- belief networks
- statistical methods
- conditional independence
- least squares
- pairwise
- data sets
- data analysis
- natural language processing
- information retrieval