Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection

Table 11

RNN-LSTM parameters.

Parameters	Values
Input layers	41
Iteration (hidden layers)	82
Classes	5
Batch size	Full
Epochs	5000
Learning rate	0.001
Optimizer	RMSProp