Model Selection for Anomaly Detection.
Evgeny BurnaevPavel ErofeevDmitry SmolyakovPublished in: CoRR (2017)
Keyphrases
- model selection
- anomaly detection
- cross validation
- unsupervised learning
- intrusion detection
- parameter estimation
- detecting anomalies
- hyperparameters
- bayesian learning
- network traffic
- machine learning
- model selection criteria
- anomalous behavior
- network intrusion detection
- regression model
- feature selection
- statistical learning
- network anomaly detection
- intrusion detection system
- selection criterion
- detect anomalies
- one class support vector machines
- data sets
- automatic model selection
- negative selection algorithm
- gaussian process
- learning algorithm
- normal behavior
- marginal likelihood
- self organizing maps
- feature extraction
- information criterion
- bayesian networks
- data mining