Table 8. Statistics of performance metrics (AUC, AUPR, F1) for different AE variants.
Evaluation metrics | AE variants | N | Mean | Std. Dev. | Std. error | 95% CI for Mean | |
---|---|---|---|---|---|---|---|
Lower bound | Upper bound | ||||||
AUC | SAE | 2 | 83.55 | 2.47 | 0.78 | 82.01 | 85.08 |
SSAE | 2 | 84.05 | 1.76 | 0.55 | 82.95 | 85.14 | |
DAE | 2 | 82.65 | 6.15 | 1.94 | 78.83 | 86.46 | |
ContAE | 2 | 85.8 | 2.82 | 0.89 | 84.04 | 87.55 | |
CAE | 2 | 81.4 | 0.28 | 0.08 | 81.22 | 81.57 | |
AUPR | SAE | 2 | 91.8 | 1.13 | 0.35 | 91.09 | 92.5 |
SSAE | 2 | 91.95 | 1.34 | 0.42 | 91.11 | 92.78 | |
DAE | 2 | 91.85 | 0.49 | 0.15 | 91.54 | 92.15 | |
ContAE | 2 | 92.9 | 0.56 | 0.17 | 92.54 | 93.25 | |
CAE | 2 | 90.7 | 2.26 | 0.71 | 89.29 | 92.1 | |
F1 | SAE | 2 | 88.94 | 3.04 | 0.96 | 87.05 | 90.83 |
SSAE | 2 | 89.06 | 2.92 | 0.92 | 87.24 | 90.87 | |
DAE | 2 | 89.47 | 1.72 | 0.54 | 88.40 | 90.53 | |
ContAE | 2 | 90.79 | 1.65 | 0.52 | 89.76 | 91.81 | |
CAE | 2 | 86.54 | 5.96 | 0.188 | 82.85 | 90.23 |