Hierarchical Clustering Based Network Traffic Data Reduction for Improving Suspicious Flow Detection.
Liya SuYepeng YaoNing LiJunrong LiuZhigang LuBaoxu LiuPublished in: TrustCom/BigDataSE (2018)
Keyphrases
- image segmentation
- network traffic
- data reduction
- anomaly detection
- detecting anomalous
- intrusion detection
- normal traffic
- data compression
- network intrusion detection
- traffic data
- network security
- intrusion detection system
- classification rules
- knowledge discovery
- model selection
- preprocessing
- clustering algorithm
- data analysis
- detect anomalies
- high dimensional data
- high dimensionality
- singular value decomposition
- classification accuracy
- feature selection
- data sets
- database
- least squares
- evolutionary algorithm