Feature selection for sleep/wake stages classification using data driven methods.
Lukás ZoubekSylvie CharbonnierSuzanne LesecqAlain BuguetFlorian ChapototPublished in: Biomed. Signal Process. Control. (2007)
Keyphrases
- feature selection
- data driven
- feature selection algorithms
- classification models
- classification method
- machine learning methods
- classification accuracy
- machine learning
- classification systems
- cross validation
- discriminative features
- feature subset
- benchmark data sets
- feature selection and classification
- higher classification accuracy
- text classification
- benchmark datasets
- accurate classification
- data pre processing
- machine learning algorithms
- significant improvement
- feature space
- preprocessing
- classification performances
- decision trees
- classification algorithm
- kernel learning
- support vector classification
- wrapper feature selection
- information gain
- dimension reduction
- text categorization
- training set
- support vector
- training data
- feature extraction
- learning algorithm