Non-linear regression for bivariate self-similarity identification - application to anomaly detection in Internet traffic based on a joint scaling analysis of packet and byte counts.
Jordan FréconRomain FontugneGustavo DidierNelly PustelnikKensuke FukudaPatrice AbryPublished in: ICASSP (2016)
Keyphrases
- anomaly detection
- internet traffic
- network traffic
- intrusion detection
- behavior analysis
- intrusion detection system
- network intrusion detection
- unsupervised anomaly detection
- anomalous behavior
- cumulative sum
- traffic analysis
- network security
- negative selection algorithm
- network anomaly detection
- detecting anomalies
- real world
- model selection
- knowledge discovery
- pattern recognition
- feature extraction
- peer to peer
- association rules
- data analysis
- one class support vector machines
- support vector
- detecting anomalous
- ip traffic
- decision trees