Reasoning about Independence in Probabilistic Models of Relational Data
Marc E. MaierKaterina MarazopoulouDavid D. JensenPublished in: CoRR (2013)
Keyphrases
- relational data
- probabilistic model
- relational databases
- graphical models
- relational learning
- generative model
- relational models
- structured data
- relational classification
- xml documents
- latent variables
- conditional random fields
- relational clustering
- expectation maximization
- bayesian inference
- statistical relational learning
- xml data
- conditional independence
- data objects
- bayesian networks
- collective classification
- hidden variables
- probabilistic inference
- markov networks
- relational domains
- multi type
- data sets
- search engine
- data model
- structure learning