Machine learning based fileless malware traffic classification using image visualization.
Fikirte Ayalke DemmeseAjaya NeupaneSajad KhorsandrooMay WangKaushik RoyYu FuPublished in: Cybersecur. (2023)
Keyphrases
- machine learning
- image classification
- decision trees
- image features
- single image
- multiscale
- image feature extraction
- image data
- machine learning algorithms
- pattern recognition
- image representation
- machine learning methods
- machine learning approaches
- data analysis
- image analysis
- text classification
- supervised learning
- input image
- supervised machine learning
- computer vision
- feature selection
- data mining
- image segmentation
- test images
- support vector machine
- high resolution
- confidence scores
- image retrieval
- extracting features
- support vector
- network traffic
- low level
- learning algorithm
- hyperspectral images
- image content
- image matching
- feature extraction
- spatial information
- image set
- extracted features
- self organizing maps
- similarity measure
- segmentation algorithm
- semi supervised learning
- feature points
- text mining
- thematic mapper