Streaming Estimation of Information-Theoretic Metrics for Anomaly Detection (Extended Abstract).
Sergey BratusJoshua BrodyDavid KotzAnna ShubinaPublished in: RAID (2008)
Keyphrases
- extended abstract
- anomaly detection
- information theoretic
- streaming data
- entropy measure
- mutual information
- information theory
- intrusion detection
- detecting anomalies
- theoretic framework
- anomalous behavior
- network traffic
- negative selection algorithm
- information theoretic measures
- network intrusion detection
- information bottleneck
- kullback leibler divergence
- intrusion detection system
- jensen shannon divergence
- network anomaly detection
- unsupervised learning
- data streams
- one class support vector machines
- detect anomalies
- text categorization
- pattern recognition
- feature selection