A data-driven approach for Network Intrusion Detection and Monitoring based on Kernel Null Space.
Thu Huong TruongPhuong Bac TaQuoc Thong NguyenHuu Du NguyenKim Phuc TranPublished in: EAI Endorsed Trans. Ind. Networks Intell. Syst. (2019)
Keyphrases
- network intrusion detection
- null space
- anomaly detection
- novelty detection
- intrusion detection
- linear discriminant analysis
- singular value decomposition
- network traffic
- fraud detection
- intrusion detection system
- kernel function
- principal components
- kernel methods
- support vector
- discriminant analysis
- feature space
- singular values
- data mining
- discriminative information
- theoretical guarantees
- active learning
- data streams
- reproducing kernel hilbert space
- finite dimensional
- learning algorithm