Towards Selecting Relevant Attributes using Decision Trees for Intrusion Detection.
Salem BenferhatKarima SedkiSylvain GombaultPublished in: HPCNCS (2007)
Keyphrases
- intrusion detection
- relevant attributes
- attribute selection
- decision trees
- intrusion detection system
- decision tree induction
- anomaly detection
- network security
- irrelevant attributes
- network intrusion detection
- high detection rate
- detecting anomalous
- network traffic
- information gain
- alert correlation
- naive bayes
- machine learning
- computer networks
- attribute values
- network intrusion
- data sets
- data mining techniques
- data mining
- probability estimation
- training data
- feature selection
- information security
- network attacks
- intrusion prevention
- classification models
- knowledge discovery
- artificial neural networks
- genetic algorithm
- neural network