Evaluating the Performance of Various SVM Kernel Functions Based on Basic Features Extracted from KDDCUP'99 Dataset by Random Forest Method for Detecting DDoS Attacks.
Kaushik AdhikaryShashi BhushanSunil KumarKamlesh DuttaPublished in: Wirel. Pers. Commun. (2022)
Keyphrases
- feature set
- random forest
- kernel function
- support vector machine
- feature selection
- support vector machine svm
- feature space
- feature maps
- classification method
- feature vectors
- support vector
- svm classifier
- feature extraction
- feature ranking
- classification accuracy
- fold cross validation
- polynomial kernels
- data mining
- similarity measure
- image classification
- kernel methods
- classification models
- image features
- ensemble classifier
- prior knowledge
- gaussian kernels
- pairwise
- prediction accuracy
- feature subset
- hyperplane
- decision trees
- knn