Decoding the Secrets of Machine Learning in Malware Classification: A Deep Dive into Datasets, Feature Extraction, and Model Performance.
Savino DambraYufei HanSimone AonzoPlaton KotziasAntonino VitaleJuan CaballeroDavide BalzarottiLeyla BilgePublished in: CoRR (2023)
Keyphrases
- machine learning
- feature extraction
- feature selection
- pattern recognition
- classification models
- similarity measure
- preprocessing
- support vector
- mathematical model
- classification algorithm
- support vector machine
- objective function
- high level
- learning models
- computer vision
- probabilistic model
- pattern classification
- machine learning methods
- machine learning approaches
- benchmark datasets
- machine learning algorithms
- semi supervised learning
- image classification
- active learning
- decision trees
- search engine