Table 3 The statistical results by paired t-test for ELPMA and other comparison methods.
ELPMA versus | GBDT-LR | ABMDA | CD_LNLP | LAGCN | |
|---|---|---|---|---|---|
Fivefold cross-validation | p-value of Precision | 3.1222e−19 | 3.7527e−04 | 1.0708e−13 | 1.8361e−34 |
p-value of Sensitivity | 2.4777e−19 | 9.1047e−22 | 6.9457e−27 | 4.0794e−19 | |
p-value of F1-score | 4.7760e−21 | 1.8721e−18 | 1.9262e−26 | 6.8365e−32 | |
p-value of Acc | 8.4523e−21 | 2.0776e−21 | 1.6029e−19 | 2.0969e−18 | |
p-value of AUC | 8.7304e−19 | 3.7505e−18 | 1.3119e−29 | 2.3623e−17 | |
p-value of AUPR | 5.4014e−19 | 6.0815e−18 | 3.2105e−30 | 3.8908e−34 | |
p-value of MCC | 9.5274e−21 | 6.4989e−21 | 3.2757e−23 | 1.8933e−30 | |
Tenfold cross-validation | p-value of Precision | 2.7171e−19 | 0.0018 | 3.1185e−10 | 3.7167e−38 |
p-value of Sensitivity | 4.5501e−20 | 2.907e−27 | 1.0613e−26 | 1.1716e−20 | |
p-value of F1-score | 1.3765e−23 | 1.7704e−23 | 2.7238e−26 | 2.1321e−36 | |
p-value of Acc | 8.2969e−23 | 1.9452e−26 | 3.0679e−19 | 1.0305e−17 | |
p-value of AUC | 1.8574e−20 | 2.5035e−16 | 1.1239e−30 | 2.7548e−23 | |
p-value of AUPR | 7.2994e−18 | 8.1945e−14 | 1.8536e−33 | 4.9185e−38 | |
p-value of MCC | 8.1499e−23 | 2.0395e−25 | 3.2985e−22 | 2.4717e−33 | |