Research Article

Recurrent Neural Network Model Based on a New Regularization Technique for Real-Time Intrusion Detection in SDN Environments

Table 3

Comparison to other methods.

MethodAccuracy (%)

DNN [20]75.75
SVM [23]69.53
NB trees [23]82.02
GRU-RNN [21]89
Our work (KDD Cup 1999)99.5
Our work (NSL-KDD)97.39
Our work (UNSW)99.9