Table 3 Zero-day attack detection on KDD99 dataset.

From: Quantum deep learning-enhanced ethereum blockchain for cloud security: intrusion detection, fraud prevention, and secure data migration

Method

AUC-ROC Score

Detection Rate (%)

False Positive Rate (%)

Proposed QI VAE ZDAD

98.0

92.3

1.2

RCBDM EVSET 5

89.7

85.1

4.5

BB IoTSA 8

91.8

87.4

3.8

HCNNLSTM TFPE 25

94.2

89.9

2.7

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