A comprehensive study on learning-based PE malware family classification methods.
Yixuan MaShuang LiuJiajun JiangGuanhong ChenKeqiu LiPublished in: ESEC/SIGSOFT FSE (2021)
Keyphrases
- classification method
- discriminative learning
- preprocessing
- cross validation
- empirical studies
- learning algorithm
- supervised learning algorithms
- kernel learning
- incremental learning
- machine learning methods
- learning process
- online learning
- supervised learning
- benchmark datasets
- multi category
- feature construction
- decision trees
- learning problems
- benchmark data sets
- achieve high classification accuracy
- classification and regression problems
- pattern recognition
- classification systems
- classification accuracy
- model selection
- classification models
- learning models
- high dimensional
- bayesian methods
- human experts
- learned models
- support vector machine
- machine learning
- learning systems
- neural networks and support vector machines
- text classification