Building an Effective Intrusion Detection System by Using Hybrid Data Optimization Based on Machine Learning Algorithms

Algorithm 2

Calculate_Fitness_Sample.

Input: Original Dataset , , Chromosome population

Output: Fitness set

for = 1:

= – iForest (, )

Train Random Forest classifier by

Test based on and get classification

Calculate F1-score based on actual class and classification

() =

End