Table 4 Ablation studies of the models on train set
From: EMDL_m6Am: identifying N6,2′-O-dimethyladenosine sites based on stacking ensemble deep learning
DenseNet | √ | √ | √ | √ | |||
DCNN | √ | √ | √ | √ | |||
MSRN | √ | √ | √ | √ | |||
Sn ± SD (%) | 77.10 ± 0.08 | 83.38 ± 0.09 | 75.61 ± 0.06 | 85.35 ± 0.10 | 85.63 ± 0.07 | 83.09 ± 0.10 | 86.62 ± 0.11 |
Sp ± SD (%) | 75.33 ± 0.07 | 79.14 ± 0.08 | 75.54 ± 0.06 | 86.26 ± 0.07 | 86.69 ± 0.06 | 82.17 ± 0.07 | 88.94 ± 0.09 |
ACC ± SD (%) | 76.22 ± 0.02 | 81.26 ± 0.07 | 75.58 ± 0.02 | 85.81 ± 0.07 | 86.16 ± 0.06 | 82.63 ± 0.06 | 87.78 ± 0.09 |
MCC ± SD (%) | 76.29 ± 0.05 | 62.74 ± 0.15 | 75.88 ± 0.04 | 71.73 ± 0.15 | 72.47 ± 0.12 | 65.64 ± 0.12 | 75.90 ± 0.17 |
AUC ± SD (%) | 76.30 ± 0.03 | 88.89 ± 0.07 | 75.50 ± 0.03 | 85.81 ± 0.08 | 86.16 ± 0.06 | 82.63 ± 0.06 | 89.78 ± 0.09 |
AUR ± SD (%) | 52.99 ± 0.05 | 88.88 ± 0.07 | 51.49 ± 0.05 | 81.29 ± 0.09 | 81.62 ± 0.07 | 77.22 ± 0.07 | 84.28 ± 0.11 |