A Holistic Approach to Ransomware Classification: Leveraging Static and Dynamic Analysis with Visualization.
Bahaa YamanyMahmoud Said ElsayedAnca D. JurcutNashwa AbdelbakiMarianne A. AzerPublished in: Inf. (2024)
Keyphrases
- dynamic analysis
- static analysis
- reverse engineering
- classification accuracy
- classification systems
- machine learning
- pattern classification
- automatic classification
- image classification
- feature extraction
- supervised learning
- feature space
- classification algorithm
- model checking
- preprocessing
- pattern recognition
- support vector
- case study
- malicious behavior
- training samples
- support vector machine svm
- decision rules
- source code
- classification method
- unsupervised learning
- object oriented
- support vector machine
- feature vectors
- training set
- data analysis
- feature selection
- learning algorithm