Auto-tuning of Hyper-parameters for Detecting Network Intrusions via Meta-learning.
Omar AnserJérôme FrançoisIsabelle ChrismentPublished in: NOMS (2023)
Keyphrases
- meta learning
- hyperparameters
- model selection
- network intrusions
- cross validation
- sample size
- intrusion detection
- network traffic
- learning tasks
- machine learning
- parameter settings
- closed form
- network intrusion detection
- machine learning algorithms
- prior information
- inductive learning
- em algorithm
- feature selection
- bayesian inference
- noise level
- support vector
- data sets
- intrusion detection system
- network attacks
- metamodel
- pairwise
- incomplete data
- supervised learning