AUC scores (%) of the prediction results of the proposed method with different combinations of training and testing negative samples
. | . | Test negatives . | ||||||
---|---|---|---|---|---|---|---|---|
TNN | CNN-TNN | ANN-CNN | CNN | ANN-CNN + TNN | ANN-TNN | ANN | ||
Train Negatives | TNN | 93.37 | 94.79 | 95.40 | 94.81 | 94.74 | 94.86 | 94.62 |
CNN-TNN | 90.66 | 96.18 | 96.07 | 96.19 | 94.53 | 96.20 | 96.05 | |
ANN-CNN | 91.19 | 96.00 | 96.79 | 95.95 | 95.18 | 96.00 | 95.82 | |
CNN | 90.68 | 96.17 | 96.06 | 96.18 | 94.52 | 96.20 | 96.04 | |
ANN-CNN + TNN | 91.73 | 95.87 | 96.57 | 95.89 | 95.16 | 95.91 | 95.71 | |
ANN-TNN | 90.67 | 96.14 | 96.08 | 96.16 | 94.55 | 96.19 | 96.02 |
. | . | Test negatives . | ||||||
---|---|---|---|---|---|---|---|---|
TNN | CNN-TNN | ANN-CNN | CNN | ANN-CNN + TNN | ANN-TNN | ANN | ||
Train Negatives | TNN | 93.37 | 94.79 | 95.40 | 94.81 | 94.74 | 94.86 | 94.62 |
CNN-TNN | 90.66 | 96.18 | 96.07 | 96.19 | 94.53 | 96.20 | 96.05 | |
ANN-CNN | 91.19 | 96.00 | 96.79 | 95.95 | 95.18 | 96.00 | 95.82 | |
CNN | 90.68 | 96.17 | 96.06 | 96.18 | 94.52 | 96.20 | 96.04 | |
ANN-CNN + TNN | 91.73 | 95.87 | 96.57 | 95.89 | 95.16 | 95.91 | 95.71 | |
ANN-TNN | 90.67 | 96.14 | 96.08 | 96.16 | 94.55 | 96.19 | 96.02 |
Underlined numbers represent best-performing scores
AUC scores (%) of the prediction results of the proposed method with different combinations of training and testing negative samples
. | . | Test negatives . | ||||||
---|---|---|---|---|---|---|---|---|
TNN | CNN-TNN | ANN-CNN | CNN | ANN-CNN + TNN | ANN-TNN | ANN | ||
Train Negatives | TNN | 93.37 | 94.79 | 95.40 | 94.81 | 94.74 | 94.86 | 94.62 |
CNN-TNN | 90.66 | 96.18 | 96.07 | 96.19 | 94.53 | 96.20 | 96.05 | |
ANN-CNN | 91.19 | 96.00 | 96.79 | 95.95 | 95.18 | 96.00 | 95.82 | |
CNN | 90.68 | 96.17 | 96.06 | 96.18 | 94.52 | 96.20 | 96.04 | |
ANN-CNN + TNN | 91.73 | 95.87 | 96.57 | 95.89 | 95.16 | 95.91 | 95.71 | |
ANN-TNN | 90.67 | 96.14 | 96.08 | 96.16 | 94.55 | 96.19 | 96.02 |
. | . | Test negatives . | ||||||
---|---|---|---|---|---|---|---|---|
TNN | CNN-TNN | ANN-CNN | CNN | ANN-CNN + TNN | ANN-TNN | ANN | ||
Train Negatives | TNN | 93.37 | 94.79 | 95.40 | 94.81 | 94.74 | 94.86 | 94.62 |
CNN-TNN | 90.66 | 96.18 | 96.07 | 96.19 | 94.53 | 96.20 | 96.05 | |
ANN-CNN | 91.19 | 96.00 | 96.79 | 95.95 | 95.18 | 96.00 | 95.82 | |
CNN | 90.68 | 96.17 | 96.06 | 96.18 | 94.52 | 96.20 | 96.04 | |
ANN-CNN + TNN | 91.73 | 95.87 | 96.57 | 95.89 | 95.16 | 95.91 | 95.71 | |
ANN-TNN | 90.67 | 96.14 | 96.08 | 96.16 | 94.55 | 96.19 | 96.02 |
Underlined numbers represent best-performing scores
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