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. 2021 Sep 5;186:115805. doi: 10.1016/j.eswa.2021.115805

Table 12.

Top-1 combinations for the Xception in the 15 optimization iterations.

# Parameters optimizer Batch size Dropout ratio TL learn ratio Loss Accuracy F1 Precision Recall AUC WSM
1 AdaDelta 32 0.56 90% 0.4595 80.81% 80.80% 80.81% 80.81% 0.8988 78.89%
2 AdaMax 32 0.56 100% 0.1057 96.68% 96.68% 96.68% 96.68% 0.9922 94.74%
3 AdaMax 32 0.56 100% 0.0972 97.11% 97.11% 97.11% 97.11% 0.9939 95.20%
4 AdaMax 64 0.6 100% 0.0955 98.08% 98.08% 98.08% 98.08% 0.9942 96.15%
5 AdaMax 64 0.6 100% 0.0602 98.46% 98.46% 98.46% 98.46% 0.9959 96.83%
6 AdaMax 64 0.6 100% 0.1952 96.20% 96.20% 96.20% 96.20% 0.9842 94.05%
7 AdaMax 64 0.6 100% 0.0969 97.40% 97.40% 97.40% 97.40% 0.9924 95.48%
8 RMSProp 32 0.6 100% 0.1202 97.35% 97.36% 97.35% 97.35% 0.9935 95.34%
9 AdaMax 64 0.6 100% 0.1352 96.25% 96.25% 96.25% 96.25% 0.9882 94.21%
10 AdaMax 64 0.6 100% 0.0897 98.03% 98.03% 98.03% 98.03% 0.9938 96.13%
11 AdaMax 64 0.6 100% 0.1002 98.03% 98.03% 98.03% 98.03% 0.9928 96.08%
12 AdaMax 64 0.6 100% 0.0743 97.74% 97.74% 97.74% 97.74% 0.9956 95.97%
13 AdaMax 64 0.6 100% 0.0701 98.46% 98.46% 98.46% 98.46% 0.9941 96.71%
14 AdaMax 64 0.6 100% 0.0550 98.75% 98.75% 98.75% 98.75% 0.9976 97.19%
15 AdaMax 64 0.6 100% 0.0520 98.80% 98.80% 98.80% 98.80% 0.9972 97.29%