Model selection for anomaly detection.
Evgeny BurnaevPavel ErofeevDmitry SmolyakovPublished in: ICMV (2015)
Keyphrases
- model selection
- anomaly detection
- unsupervised learning
- cross validation
- hyperparameters
- anomalous behavior
- intrusion detection
- parameter estimation
- detecting anomalies
- network intrusion detection
- bayesian learning
- statistical learning
- marginal likelihood
- network traffic
- feature selection
- selection criterion
- regression model
- negative selection algorithm
- gaussian process
- intrusion detection system
- machine learning
- one class support vector machines
- network anomaly detection
- information criterion
- detect anomalies
- probabilistic model
- bayesian information criterion
- hidden markov models
- pattern recognition
- model selection criteria