Table 5 Comparative analysis of the proposed and existing methodologies.

From: Robust machine learning based Intrusion detection system using simple statistical techniques in feature selection

Study

Year

Accuracy

Precision

Recall

FiScore

Ullah et al.45,

2020

40.00%

55.00%

37

16

Hussein et al.46,

2021

94.00%

   

Qaddoura et al.48

2021

98.00%

   

Qaddoura et al.49

2021

87.00%

87

87

87

Song et al.50

2021

97.00%

   

Albulayhi et al.47,

2022

99.98%

99.90%

99.90%

99.9

De Souza et al.51,

2022

99.79%

 

98.00%

98%

Kumar et al.52,

2022

98.76%

 

98.00%

98

Proposed

2024

99.89%

99.86%

99.67%

99.58%