On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter.
Tomi SilanderPetri KontkanenPetri MyllymäkiPublished in: UAI (2007)
Keyphrases
- sample size
- bayesian network structure
- bayesian networks
- learning bayesian networks
- conditional independence
- statistical power
- model selection
- structure learning
- directed acyclic graph
- conditional probabilities
- random sampling
- upper bound
- search space
- maximum a posteriori
- worst case
- scoring function
- network structure
- progressive sampling
- graphical models
- probability distribution
- social networks
- hyperparameters
- statistical data
- lower bound
- machine learning