Network IDS alert classification with active learning techniques.
Risto VaarandiAlejandro Guerra-ManzanaresPublished in: J. Inf. Secur. Appl. (2024)
Keyphrases
- active learning
- pattern recognition
- selective sampling
- classification accuracy
- supervised learning
- feature extraction
- classification algorithm
- machine learning
- support vector
- training set
- batch mode active learning
- learning strategies
- text classification
- feature vectors
- data sets
- intrusion detection
- support vector machine svm
- benchmark datasets
- annotation effort
- decision trees
- radial basis function network
- complex networks
- classification scheme
- incremental learning
- network model
- pattern classification
- decision boundary
- class imbalance
- classification models
- cost sensitive
- peer to peer
- computer networks
- network traffic
- network structure
- classification method
- artificial neural networks
- wireless sensor networks