Packet Header Intrusion Detection with Binary Logistic Regression Approach in Detecting R2L and U2R Attacks.
Muhammad Hilmi KamarudinCarsten MapleTim WatsonHasliza SofianPublished in: CyberSec (2015)
Keyphrases
- logistic regression
- intrusion detection
- network intrusion detection systems
- misuse detection
- intrusion detection system
- network intrusion
- network attacks
- anomaly detection
- detecting anomalous
- network intrusions
- network traffic
- decision trees
- computer security
- network security
- network intrusion detection
- support vector
- normal traffic
- intrusion detection and prevention
- high detection rate
- naive bayes
- security vulnerabilities
- logistic regression models
- cyber security
- network traffic data
- data mining
- intrusion prevention
- information security
- loss function
- normal behavior
- linear support vector machines
- cyber attacks
- alert correlation
- classification accuracy
- pairwise
- training set
- countermeasures
- feature extraction