Feature selection based on popularity and value contrast for Android malware classification.
Le Duc ThuanPham Van HuongHoang Van HiepNguyen Kim KhanhPublished in: KSE (2022)
Keyphrases
- feature selection
- classification accuracy
- text classification
- classification models
- feature extraction
- machine learning
- support vector machine
- feature space
- support vector
- malware detection
- feature set
- pattern recognition
- model selection
- accurate classification
- method for feature selection
- high dimensionality
- classification algorithm
- classification method
- supervised learning
- mutual information
- decision trees
- web page classification
- feature subset selection
- feature subset
- image classification
- unsupervised learning
- dimensionality reduction
- conditional mutual information
- support vector classification
- feature selection and classification
- classification performances
- unsupervised feature selection
- irrelevant features
- discriminative features
- multi class
- text categorization
- instance selection
- feature ranking
- small sample
- training set
- fold cross validation
- class imbalance
- informative features
- feature selection algorithms
- class separability
- mobile applications
- learning algorithm
- class labels
- data sets