An optimal feature based network intrusion detection system using bagging ensemble method for real-time traffic analysis.
Ratul ChowdhuryShibaprasad SenArindam RoyBanani SahaPublished in: Multim. Tools Appl. (2022)
Keyphrases
- ensemble methods
- traffic analysis
- prediction accuracy
- ensemble learning
- decision trees
- rotation forest
- benchmark datasets
- random forests
- base classifiers
- feature subset
- machine learning methods
- random forest
- network security
- generalization ability
- ensemble classification
- bootstrap sampling
- ensemble members
- classifier ensemble
- randomized trees
- network traffic
- base learners
- subspace methods
- ensemble classifier
- internet traffic
- optimal solution
- feature selection
- feature extraction
- bias variance analysis