Table 4 Standard metrics comparison.

From: A simulation-driven computational framework for adaptive energy-efficient optimization in machine learning-based intrusion detection systems

Metric

Baseline (Random Forest)

Baseline (1D-CNN)

Baseline (S2CGAN-IDS)

GreenMU framework

Precision (%)

88

91

94.5

96

Recall (%)

85

90

93.8

97.2

F1-Score (%)

86.4

90.5

94.1

96.8