Behavior-based ransomware classification: A particle swarm optimization wrapper-based approach for feature selection.
Muhammad Shabbir AbbasiHarith Al-SahafMasood MansooriIan WelchPublished in: Appl. Soft Comput. (2022)
Keyphrases
- feature selection
- particle swarm optimization
- classification accuracy
- text classification
- feature space
- text categorization
- feature extraction
- support vector machine
- support vector
- wrapper feature selection
- feature ranking
- mutual information
- feature set
- feature selection algorithms
- machine learning
- feature subset selection
- classification models
- high dimensionality
- classification performances
- multi class
- discriminative features
- select relevant features
- feature vectors
- method for feature selection
- classification algorithm
- irrelevant features
- pattern recognition
- feature subset
- decision trees
- naive bayes
- information gain
- unsupervised learning
- class imbalance
- feature weighting
- feature selection and classification
- data pre processing
- feature reduction
- differential evolution
- bayes classifier
- small sample
- selected features
- classification rate
- multi task
- classification method
- cross validation
- model selection
- image classification
- genetic algorithm