Why machine learning algorithms fail in misuse detection on KDD intrusion detection data set.
Maheshkumar SabhnaniGürsel SerpenPublished in: Intell. Data Anal. (2004)
Keyphrases
- misuse detection
- intrusion detection
- data mining
- machine learning
- data sets
- intrusion detection system
- knowledge discovery in databases
- anomaly detection
- knowledge discovery
- intrusion detection and prevention
- data mining techniques
- network security
- data analysis
- network traffic
- real world
- text mining
- high detection rate
- nsl kdd
- network intrusion
- detecting anomalous
- network intrusion detection
- association rules
- reinforcement learning
- distributed intrusion detection
- computer vision
- artificial immune
- computational intelligence
- pattern recognition
- information security
- pattern discovery
- training set
- training data
- outlier detection
- active learning
- text classification