Functional Lifted Bayesian Networks: Statistical Relational Learning and Reasoning with Relative Frequencies.
Felix WeitkämperPublished in: ILP (2022)
Keyphrases
- statistical relational learning
- bayesian networks
- relative frequencies
- probabilistic reasoning
- probabilistic inference
- graphical models
- probabilistic logic
- markov logic networks
- structure learning
- exact inference
- conditional probabilities
- default reasoning
- belief propagation
- random variables
- probabilistic model
- markov networks
- probabilistic graphical models
- approximate inference
- conditional independence
- relational data
- hidden variables
- parameter learning
- knowledge base
- probabilistic inductive logic programming
- inductive logic programming
- knowledge representation
- incomplete data
- belief networks
- relational learning
- posterior probability
- first order logic
- information retrieval
- bayesian inference
- multi relational
- stereo matching
- text classification
- stacked graphical learning
- expert systems