Detecting anomalies and attacks in network traffic monitoring with classification methods and XAI-based explainability.
Lukasz WawrowskiMarcin MichalakAndrzej BialasRafal KurianowiczMarek SikoraMariusz UchronskiAdrian KajzerPublished in: KES (2021)
Keyphrases
- classification method
- machine learning methods
- classification systems
- benchmark datasets
- data sets
- preprocessing
- machine learning
- database
- supervised learning
- machine learning algorithms
- anomaly detection
- maximum likelihood
- detecting anomalies
- data mining applications
- classification algorithm
- unsupervised learning
- image classification
- distance measure
- data mining techniques
- classification accuracy
- feature vectors
- feature space
- data streams
- face recognition
- decision trees