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: CCS (2023)
Keyphrases
- machine learning
- feature extraction
- feature selection
- classification models
- mathematical model
- image classification
- benchmark datasets
- supervised learning
- probabilistic model
- pattern recognition
- feature vectors
- text classification
- computational model
- similarity measure
- decision trees
- uci repository
- pattern classification
- support vector machine svm
- data mining
- classification algorithm
- classification method
- support vector machine
- image processing
- supervised classification
- machine learning approaches
- induction algorithms
- probability distribution