Speculative Markov Blanket Discovery for Optimal Feature Selection.
Sandeep YaramakalaDimitris MargaritisPublished in: ICDM (2005)
Keyphrases
- markov blanket
- feature selection
- causal discovery
- bayesian networks
- structure learning
- causal models
- discovery process
- conditional independence
- causal relationships
- variable selection
- feature subset
- dynamic programming
- bayesian network classifiers
- feature set
- optimal solution
- approximate inference
- feature extraction
- data mining
- text categorization
- dimensionality reduction
- knowledge discovery
- reinforcement learning
- classification models
- directed acyclic graph
- parameter estimation
- model selection
- feature space
- probabilistic graphical models
- decision trees
- data sets