Optimizing Neural Network Architecture Using Tikhonov Regularization Parameter for Intrusion Detection Systems and Classification of Attacks.
Marwa SharawiMohammed SammanyMohammed El-BeltagyImane Aly SaroitPublished in: IKE (2008)
Keyphrases
- regularization parameter
- intrusion detection system
- cross validation
- intrusion detection
- image restoration
- computer security
- attack detection
- network intrusion detection systems
- intrusion prevention
- network security
- anomaly detection
- regularization methods
- cyber attacks
- hyperparameters
- network intrusions
- network intrusion detection
- model selection
- regularization method
- computer networks
- tikhonov regularization
- regularization term
- network traffic
- misuse detection
- network attacks
- support vector
- denial of service attacks
- malicious activities
- feature extraction
- unsupervised learning
- network intrusion
- decision trees
- attack scenarios
- training set
- pairwise
- markov random field
- computer systems
- feature space
- alert correlation
- normal behavior
- supervised learning
- normal traffic
- text classification
- super resolution
- image segmentation