Native malware detection in smartphones with android OS using static analysis, feature selection and ensemble classifiers.
Salvador Morales-OrtegaPonciano Jorge Escamilla-AmbrosioAbraham Rodriguez-MotaLilian D. Coronado-De-AlbaPublished in: MALWARE (2016)
Keyphrases
- malware detection
- ensemble classifier
- static analysis
- feature selection
- dynamic analysis
- ensemble learning
- source code
- api calls
- classification models
- concept drift
- anomaly detection
- operating system
- support vector machine
- application programming interface
- open source
- ensemble methods
- base classifiers
- random forest
- regular expressions
- preprocessing step
- virtual machine
- feature set
- multi class
- classification accuracy
- java card
- decision trees
- fusion method
- feature subset
- data streams
- machine learning
- database
- naive bayes
- unsupervised learning
- query language
- feature space