Compiling Relational Database Schemata into Probabilistic Graphical Models
Sameer SinghThore GraepelPublished in: CoRR (2012)
Keyphrases
- probabilistic graphical models
- relational databases
- functional dependencies
- graphical models
- relational models
- markov networks
- first order logic
- relational model
- latent variables
- exact inference
- relational data
- probabilistic inference
- belief propagation
- conditional random fields
- parameter learning
- xml documents
- hidden variables
- random variables
- approximate inference
- markov logic networks
- belief functions
- probabilistic model
- fuzzy sets
- structure learning
- maximum margin