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Table 6 Comparison of binary classification of the AWID dataset using FED-IDS and FEDDBN-IDS

From: FEDDBN-IDS: federated deep belief network-based wireless network intrusion detection system

Metrics

AWID

FED-IDS

FEDDBN-IDS

Accuracy

96.1

99.2

Precision

95.8

99.3

Recall

95.1

99

F1-Score

96

98.9

Detection rate

96.3

99.5