Botnet Traffic Detection Techniques by C&C Session Classification Using SVM.
Satoshi KondoNaoshi SatoPublished in: IWSEC (2007)
Keyphrases
- support vector machine svm
- support vector
- support vector machine
- classification method
- classification algorithm
- svm classifier
- generalization ability
- network traffic
- improves the classification accuracy
- pattern recognition
- feature space
- feature vectors
- feature selection
- decision boundary
- knn
- text classification
- high classification accuracy
- svm classification
- multi class classification
- classification accuracy
- training set
- image classification
- multi class
- feature extraction
- machine learning
- multi class svm
- support vector machine classifiers
- discriminative classifiers
- training process
- multiclass support vector machines
- hyperplane
- detection algorithm
- false alarms
- false positives
- class labels
- kernel function
- ddos attacks
- text categorization
- denial of service attacks
- k nearest neighbor
- object detection
- training data
- fuzzy support vector machine
- decision trees