A Comparative Study of Unsupervised Machine Learning and Data Mining Techniques for Intrusion Detection.
Reza SadoddinAli A. GhorbaniPublished in: MLDM (2007)
Keyphrases
- intrusion detection
- data mining techniques
- machine learning
- intrusion detection system
- data mining
- knowledge discovery
- supervised learning
- network security
- network traffic
- anomaly detection
- unsupervised learning
- unsupervised anomaly detection
- association rules
- network intrusion detection
- historical data
- information security
- detecting anomalous
- high detection rate
- network intrusion
- artificial immune
- pattern recognition
- computer security
- machine learning algorithms
- data warehouse
- cyber security
- decision trees
- computer networks
- interesting patterns
- fraud detection
- computational intelligence
- network intrusions
- false positives and false negatives
- feature selection
- training data
- reinforcement learning
- text classification
- object recognition
- databases
- intrusion prevention
- semi supervised
- network attacks
- credit card fraud detection
- information retrieval