On the Resilience of Shallow Machine Learning Classification in Image-based Malware Detection.
Rosangela CasolareGiovanni CiaramellaGiacomo IadarolaFabio MartinelliFrancesco MercaldoAntonella SantoneMichele TommasonePublished in: KES (2022)
Keyphrases
- machine learning
- malware detection
- decision trees
- machine learning methods
- supervised learning
- pattern recognition
- supervised classification
- feature selection
- machine learning algorithms
- text classification
- natural language processing
- image classification
- information extraction
- classification accuracy
- support vector machine
- supervised machine learning
- data mining
- learning algorithm
- computer vision
- classification method
- feature vectors
- pairwise
- unsupervised learning
- support vector machine svm
- feature extraction
- malicious executables
- machine learning approaches
- support vector
- anomaly detection
- model selection
- natural language
- text mining