Advanced Feature-Selection-Based Hybrid Ensemble Learning Algorithms for Network Intrusion Detection Systems.
Doaa N. MhawiAmmar AldallalSoukeana HassanPublished in: Symmetry (2022)
Keyphrases
- feature selection
- learning algorithm
- network intrusion detection systems
- machine learning
- intrusion detection system
- intrusion detection
- ensemble learning
- training data
- network intrusion
- feature ranking
- text categorization
- ensemble classifier
- generalization ability
- classification accuracy
- text classification
- active learning
- ensemble classification
- wrapper feature selection
- machine learning algorithms
- support vector
- dimensionality reduction
- feature selection algorithms
- databases
- multi task
- decision stumps
- feature extraction
- learning tasks
- learning problems
- feature subset
- classification models
- base learners
- feature set
- ensemble methods
- information retrieval
- back propagation
- imbalanced data
- real world
- neural network
- base classifiers
- feature space
- training set
- high dimensional
- learning process
- social network analysis
- supervised learning
- model selection