Ancestor Relations in the Presence of Unobserved Variables.
Pekka ParviainenMikko KoivistoPublished in: ECML/PKDD (2) (2011)
Keyphrases
- observed variables
- causal relations
- causal effects
- hidden variables
- latent variables
- causal models
- data sets
- relevant variables
- real numbers
- temporal relations
- variable selection
- knowledge base
- database
- neural network
- genetic algorithm
- causal relationships
- relational databases
- bayesian networks
- artificial neural networks
- case study
- random variables
- semantic relations
- cardinality constraints
- observational data
- dependency structure
- machine learning
- dependency relations
- conditional probabilities
- probabilistic model