On Addressing the Imbalance Problem: A Correlated KNN Approach for Network Traffic Classification.
Di WuXiao ChenChao ChenJun ZhangYang XiangWanlei ZhouPublished in: NSS (2014)
Keyphrases
- knn
- network traffic
- k nearest neighbor
- k nearest neighbour
- classification algorithm
- classification method
- support vector machine svm
- knn algorithm
- text classification
- intrusion detection
- nearest neighbor
- knn classification
- support vector machine
- knn classifier
- feature selection
- anomaly detection
- nearest neighbour
- majority voting
- distance function
- text categorization
- k nearest
- intrusion detection system
- class imbalance
- pattern recognition
- machine learning
- range queries
- network intrusion detection
- detecting anomalous
- binary classification tasks
- traffic data
- distance measure
- training set
- feature extraction
- decision trees
- information systems
- information retrieval