Building Bayesian networks from GWAS statistics based on Independence of Causal Influence.
Lu ZhangQiuping PanXintao WuXinghua ShiPublished in: BIBM (2016)
Keyphrases
- bayesian networks
- conditional independence
- context specific independence
- causal models
- causal relationships
- probabilistic inference
- probabilistic model
- graphical models
- random variables
- probability distribution
- causal discovery
- conditional probabilities
- structure learning
- observable variables
- learning bayesian networks
- conditional independencies
- conditional probability tables
- bayesian belief networks
- causal independence
- inference in bayesian networks
- statistical methods
- causal reasoning
- causal knowledge
- probabilistic reasoning
- independence relations
- markov networks
- causal bayesian networks
- bayesian network learning
- expert knowledge
- conditional independence tests