A Markov blanket-based approach for finding high-dimensional genetic interactions associated with disease in family-based studies.
Hyo Jung LeeJae Won LeeHee Jeong YooSeohoon JinMira ParkPublished in: Int. J. Data Min. Bioinform. (2017)
Keyphrases
- markov blanket
- high dimensional
- gene gene interactions
- variable selection
- genome wide association studies
- complex diseases
- bayesian networks
- structure learning
- single nucleotide polymorphisms
- association studies
- decision trees
- genome wide
- genetic variation
- conditional independence
- low dimensional
- causal discovery
- bayesian network classifiers
- high dimensionality
- high dimensional data
- directed acyclic graph
- approximate inference
- model selection
- dimensionality reduction
- nearest neighbor
- semi supervised
- knn
- probability distribution
- social networks