When Malware is Packin' Heat; Limits of Machine Learning Classifiers Based on Static Analysis Features.
Hojjat AghakhaniFabio GrittiFrancesco MeccaMartina LindorferStefano OrtolaniDavide BalzarottiGiovanni VignaChristopher KruegelPublished in: NDSS (2020)
Keyphrases
- static analysis
- machine learning
- dynamic analysis
- feature set
- machine learning approaches
- machine learning methods
- malicious code
- source code
- decision trees
- machine learning algorithms
- svm classifier
- symbolic execution
- feature selection
- classification models
- roc curve
- extracted features
- supervised classification
- feature ranking
- reverse engineering
- regular expressions
- class labels
- feature subset
- classification method
- support vector machine
- training set
- feature space
- training data
- metadata
- real world
- databases
- text classification
- supervised learning
- software engineering
- feature extraction
- test generation