Performance Analysis of Machine Learning Methods with Class Imbalance Problem in Android Malware Detection.
Abimbola Ganiyat AkintolaAbdullateef Oluwagbemiga BalogunHammed Adeleke MojeedFatimah E. Usman-HamzaShakirat Aderonke SalihuKayode Sakariyah AdewoleGhaniyyat Bolanale BalogunPeter Ogirima SadikuPublished in: Int. J. Interact. Mob. Technol. (2022)
Keyphrases
- malware detection
- machine learning methods
- class imbalance
- class distribution
- active learning
- malicious executables
- machine learning
- cost sensitive
- imbalanced datasets
- anomaly detection
- cost sensitive learning
- concept drift
- machine learning algorithms
- high dimensionality
- ensemble methods
- sampling methods
- application programming interface
- minority class
- feature selection
- pattern recognition
- training data
- learning algorithm
- text categorization
- operating system
- text classification
- training set
- anti virus