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: INISCOM (2019)
Keyphrases
- network intrusion detection
- null space
- anomaly detection
- intrusion detection
- novelty detection
- singular value decomposition
- linear discriminant analysis
- fraud detection
- kernel function
- intrusion detection system
- feature space
- principal components
- network traffic
- singular values
- support vector
- kernel methods
- theoretical guarantees
- lower dimensional
- discriminative information
- data sets
- principal component analysis
- discriminant analysis
- small sample size
- data mining
- computer vision
- intra class
- pairwise
- classification accuracy
- dimension reduction
- support vector machine