Causality-Guided Feature Selection.
Mandar S. ChaudharyDoel L. Gonzalez IIGonzalo A. BelloMichael P. AngusDhara DesaiSteve HarenbergP. Murali DoraiswamyFredrick H. M. SemazziVipin KumarNagiza F. SamatovaPublished in: ADMA (2016)
Keyphrases
- feature selection
- text categorization
- mutual information
- multi class
- feature set
- feature extraction
- small sample
- text classification
- multi task
- knn
- model selection
- high dimensionality
- discriminative features
- feature weighting
- irrelevant features
- causal inference
- classification accuracy
- active learning
- feature space
- method for feature selection
- causal relations
- bayes classifier
- support vector classification
- conditional mutual information
- microarray data
- selected features
- gene selection
- feature selection algorithms
- feature subset
- dimension reduction
- rough sets
- support vector
- case study