Dimensionality reduction with IG-PCA and ensemble classifier for network intrusion detection.
Fadi SaloAli Bou NassifAleksander EssexPublished in: Comput. Networks (2019)
Keyphrases
- network intrusion detection
- dimensionality reduction
- ensemble classifier
- principal component analysis
- preprocessing step
- feature selection
- intrusion detection
- anomaly detection
- ensemble learning
- low dimensional
- high dimensional
- high dimensional data
- pattern recognition
- random forest
- base classifiers
- ensemble methods
- feature space
- fraud detection
- feature extraction
- concept drift
- support vector machine
- classification models
- unsupervised learning
- network traffic
- data points
- fusion method
- decision trees
- multi class
- intrusion detection system
- data sets
- model selection
- outlier detection
- text classification
- data mining techniques
- bayesian networks
- face recognition
- image segmentation
- machine learning