A statistical analysis of intrinsic bias of network security datasets for training machine learning mechanisms.
João Vitor Valle SilvaNicollas R. de OliveiraDianne S. V. MedeirosMartin Andreoni LopezDiogo M. F. MattosPublished in: Ann. des Télécommunications (2022)
Keyphrases
- network security
- statistical analysis
- learning mechanisms
- intrusion detection
- traffic analysis
- computer networks
- intrusion detection system
- network traffic
- information security
- learning mechanism
- learning strategies
- anomaly detection
- learning rules
- training set
- learning algorithm
- cognitive architecture
- training samples
- learning processes
- pattern recognition
- online learning
- supervised learning
- domain knowledge
- evolutionary algorithm
- information systems
- machine learning