Exploring Function Call Graph Vectorization and File Statistical Features in Malicious PE File Classification.
Yipin ZhangXiaolin ChangYuzhou LinJelena V. MisicVojislav B. MisicPublished in: IEEE Access (2020)
Keyphrases
- feature vectors
- classification accuracy
- feature space
- feature set
- feature extraction
- classification process
- classification models
- database
- svm classifier
- pattern recognition
- class labels
- file system
- classification method
- features extraction
- support vector machine
- benchmark datasets
- extracted features
- high dimensionality
- support vector machine svm
- feature values
- support vector
- correspondence analysis
- statistical information
- feature analysis
- gender classification
- maximum entropy modeling
- machine learning
- decision trees
- statistical analysis
- false positives
- feature selection
- feature reduction
- image classification
- textural features
- classification algorithm
- extracting features
- image features
- selecting a small number
- training data
- file formats
- low level
- supervised learning
- text classification
- feature selection algorithms
- weighted graph
- gabor filters