An intelligent flow-based and signature-based IDS for SDNs using ensemble feature selection and a multi-layer machine learning-based classifier.
K. Muthamil SudarP. DeepalakshmiPublished in: J. Intell. Fuzzy Syst. (2021)
Keyphrases
- multi layer
- ensemble feature selection
- machine learning
- ensemble learning
- intrusion detection system
- feature selection
- intrusion detection
- feature subset
- support vector machine
- learning algorithm
- decision trees
- anomaly detection
- neural nets
- machine learning methods
- ensemble methods
- training data
- neural network
- gene selection
- feature selection algorithms
- data mining
- classification algorithm
- genetic search
- pattern recognition
- svm classifier
- reinforcement learning
- generalization ability
- machine learning algorithms
- unlabeled data
- text classification
- feature space
- data analysis
- support vector
- learning tasks
- supervised learning
- kernel methods
- training samples
- class labels