Usage of Holt-Winters Model and Multilayer Perceptron in Network Traffic Modelling and Anomaly Detection.
Maciej SzmitAnna SzmitSlawomir AdamusSebastian BugalaPublished in: Informatica (Slovenia) (2012)
Keyphrases
- anomaly detection
- network traffic
- intrusion detection
- multilayer perceptron
- network intrusion detection
- negative selection algorithm
- network security
- one class support vector machines
- detecting anomalous
- intrusion detection system
- neural network
- traffic patterns
- neural network model
- anomalous behavior
- computer networks
- back propagation
- probabilistic model
- feature vectors
- normal behavior
- long range dependence
- network intrusion
- unsupervised learning
- maximum likelihood
- learning algorithm