Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS.
Feng NiuChristopher RéAnHai DoanJude W. ShavlikPublished in: Proc. VLDB Endow. (2011)
Keyphrases
- statistical inference
- markov logic networks
- graphical models
- structure learning
- probabilistic graphical models
- markov networks
- bayesian inference
- probabilistic reasoning
- first order logic
- belief propagation
- model selection
- probabilistic model
- bayesian networks
- probabilistic inference
- random variables
- statistical learning
- conditional random fields
- conditional independence
- machine learning
- belief networks
- statistical methods
- sample size
- supervised learning