Unsupervised nonparametric anomaly detection: A kernel method.
Shaofeng ZouYingbin LiangH. Vincent PoorXinghua ShiPublished in: Allerton (2014)
Keyphrases
- anomaly detection
- kernel methods
- unsupervised anomaly detection
- unsupervised learning
- intrusion detection
- novelty detection
- learning problems
- machine learning
- detecting anomalies
- kernel function
- feature space
- support vector
- semi supervised
- reproducing kernel
- network traffic
- network intrusion detection
- reproducing kernel hilbert space
- intrusion detection system
- network anomaly detection
- one class support vector machines
- kernel matrix
- anomalous behavior
- support vector machine
- supervised learning
- dimensionality reduction
- detecting anomalous
- image processing
- detect anomalies
- feature selection
- high dimensional
- feature extraction
- pattern recognition
- semi supervised learning
- cumulative sum
- data sets