Table 8 Performance results IDS developed by using EGWO and RF algorithms.

From: Enhanced Grey Wolf Optimization (EGWO) and random forest based mechanism for intrusion detection in IoT networks

Attack Class

Accuracy (%)

Precision (%)

Recall (%)

F1 Score (%)

Backdoor

99.42

99.43

99.35

99.48

DoS

99.93

99.85

99.85

99.92

DDoS

99.93

99.88

99.85

99.91

Injection

98.91

98.35

98.46

98.35

Password

98.92

98.92

97.65

97.88

Ransomware

99.91

99.45

99.45

96.65

Scanning

98.65

98.92

97.95

98.88

XSS

99.86

99.85

99.67

99.85

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