Improving Network Traffic Anomaly Detection through Data Denoising and Unsupervised Learning.
James TalbottJoshua PalickaAlexander SheardownWan D. BaeMatthew HorakPublished in: CCWC (2024)
Keyphrases
- anomaly detection
- network traffic
- unsupervised learning
- detect anomalies
- intrusion detection
- network intrusion detection
- data sets
- network intrusion
- intrusion detection system
- detecting anomalous
- traffic data
- streaming data
- network traffic data
- denoising
- network bandwidth
- detecting anomalies
- computer networks
- network anomaly detection
- network security
- training data
- anomalous behavior
- data processing
- data sources
- probabilistic model
- internet traffic
- traffic analysis
- traffic patterns
- data points
- image segmentation
- normal traffic
- model selection
- data mining techniques
- supervised learning
- information systems