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

Algorithm 4

Calculate_Fitness_FS().

Input: , , Chromosome population

Output: Fitness set

for = 1:

Extract data from , based on and get ,

Train Random Forest classifier based on

Test rf based on , and get classification

Calculate F1-score based on actual class and classification

=

end