Statistical Relational Learning: Unifying AI & DB Perspectives on Structured Probabilistic Models.
Lise GetoorPublished in: PODS (2017)
Keyphrases
- statistical relational learning
- probabilistic model
- graphical models
- markov networks
- bayesian networks
- relational data
- artificial intelligence
- relational learning
- inductive logic programming
- conditional random fields
- belief propagation
- structured data
- markov logic networks
- random variables
- bayesian inference
- collective classification
- expert systems
- probabilistic inference
- probabilistic graphical models
- social network analysis
- probabilistic logic
- approximate inference
- machine learning
- latent variables
- generative model
- knowledge representation
- structure learning
- probabilistic reasoning
- multi relational
- xml documents
- database
- conditional probabilities
- exact inference
- expectation maximization
- hidden variables
- belief networks