Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series.
Emmanouil SylligardosPaul BoniolJohn PaparrizosPanos E. TrahaniasThemis PalpanasPublished in: Proc. VLDB Endow. (2023)
Keyphrases
- model selection
- anomaly detection
- detect anomalies
- unsupervised learning
- intrusion detection
- cross validation
- bayesian learning
- hyperparameters
- anomalous behavior
- network intrusion detection
- detecting anomalies
- intrusion detection system
- network traffic
- statistical learning
- selection criterion
- model selection criteria
- machine learning
- network anomaly detection
- marginal likelihood
- feature selection
- one class support vector machines
- information criterion
- data mining techniques
- automatic model selection