SI(FS)2: Fast simultaneous instance and feature selection for datasets with many features.
Nicolás García-PedrajasJuan Antonio Romero del CastilloGonzalo Cerruela GarcíaPublished in: Pattern Recognit. (2021)
Keyphrases
- feature selection
- feature selection algorithms
- feature set
- feature extraction
- selected features
- irrelevant features
- feature subset
- feature space
- classification accuracy
- unsupervised feature selection
- selecting features
- informative features
- support vector
- redundant features
- bayes classifier
- feature weighting
- high dimensionality
- classification models
- benchmark datasets
- multi class
- co occurrence
- discriminative features
- text categorization
- image features
- low level
- feature vectors
- select relevant features
- input features
- mutual information
- feature construction
- machine learning
- classification performances
- feature relevance
- feature selection and classification
- selecting relevant features