Is iterative feature selection technique efficient enough? A comparative performance analysis of RFECV feature selection technique in ransomware classification using SHAP.
Rawshan Ara MowriMadhuri SiddulaKaushik RoyPublished in: Discov. Internet Things (2023)
Keyphrases
- feature selection
- classification accuracy
- text classification
- support vector machine
- feature selection algorithms
- method for feature selection
- classification models
- feature space
- text categorization
- multi class
- feature set
- machine learning
- irrelevant features
- mutual information
- high dimensionality
- support vector
- knn
- classification performances
- feature subset
- feature extraction
- informative features
- dimension reduction
- small sample
- select relevant features
- accurate classification
- discriminative features
- feature ranking
- dimensionality reduction
- model selection
- unsupervised learning
- class separability
- wrapper feature selection
- feature selection and classification
- data pre processing
- feature reduction
- feature subset selection
- information gain
- multi task
- preprocessing
- redundant features
- web page classification
- bayes classifier
- selected features
- discriminatory power
- support vector classification
- neural network
- feature level fusion
- irrelevant attributes
- small samples
- bayesian classifier
- unsupervised feature selection
- terms of classification accuracy