Research Article

Identification of Network Traffic Intrusion Using Decision Tree

Table 6

Comparison between existing methods using KDDTest+ for binary classification.

ClassifierAccuracy

SVM [16]69.52%
Naïve Bayes [16]76.56%
Multilayer perceptron [16]77.41%
Random tree [16]80.67%
J48 [16]81.05%
NB tree [16]82.02%
RNN [26]83.28%
DT (this study)83.64%