Improved Network Traffic Classification Using Ensemble Learning.
Isadora P. PossebonAnderson Santos da SilvaLisandro Zambenedetti GranvilleAlberto E. Schaeffer-FilhoAngelos K. MarneridesPublished in: ISCC (2019)
Keyphrases
- network traffic
- ensemble learning
- generalization ability
- ensemble classifier
- weak learners
- intrusion detection
- ensemble methods
- anomaly detection
- classification accuracy
- feature selection
- decision trees
- classification algorithm
- machine learning methods
- text classification
- concept drift
- machine learning algorithms
- support vector machine
- image classification
- feature extraction
- unsupervised learning
- feature space
- artificial neural networks
- base classifiers
- support vector machine svm
- stream data
- similarity measure
- machine learning
- training data
- pattern recognition
- intrusion detection system
- change detection
- training set
- model selection
- particle swarm optimization
- high dimensional
- feature vectors