Parameter Learning in Probabilistic Databases: A Least Squares Approach.
Bernd GutmannAngelika KimmigKristian KerstingLuc De RaedtPublished in: ECML/PKDD (1) (2008)
Keyphrases
- parameter learning
- probabilistic databases
- least squares
- probabilistic graphical models
- parameter estimation
- bayesian networks
- structure learning
- approximate inference
- probabilistic inference
- query evaluation
- conditional random fields
- uncertain data
- generative model
- em algorithm
- statistical learning
- maximum likelihood
- expectation maximization
- database queries
- markov random field
- conjunctive queries
- hidden variables
- aggregate queries
- optical flow
- probabilistic model
- exact inference
- databases
- query language
- model selection
- graphical models
- hidden markov models