Table 2 P-value comparison of MFSynDCP and comparative methods using t-test
Methods | p-value t-test of AUROC | p-value t-test of AUPR | p-value t-test of ACC |
|---|---|---|---|
MGAE-DC | \(7.28\times {10}^{-3}\) | \(7.73\times {10}^{-27}\) | \(4.72\times {10}^{-3}\) |
SDCNet | \(4.42\times {10}^{-2}\) | \(5.13\times {10}^{-3}\) | \(3.56\times {10}^{-5}\) |
DFFNDDS | \(2.13\times {10}^{-6}\) | \(1.01\times {10}^{-11}\) | \(5.03\times {10}^{-13}\) |
XGBoost | \(1.36\times {10}^{-3}\) | \(4.87\times {10}^{-4}\) | \(1.22\times {10}^{-5}\) |
PRODeepDyn | \(7.22\times {10}^{-9}\) | \(3.73\times {10}^{-3}\) | \(6.71\times {10}^{-3}\) |
TranSynergy | \(9.63\times {10}^{-9}\) | \(7.67\times {10}^{-12}\) | \(1.15\times {10}^{-3}\) |
DTF | \(8.72\times {10}^{-10}\) | \(3.25\times {10}^{-12}\) | \(1.71\times {10}^{-10}\) |
DeepSynergy | \(5.34\times {10}^{-13}\) | \(4.69\times {10}^{-13}\) | \(3.28\times {10}^{-15}\) |
GBM | \(3.19\times {10}^{-13}\) | \(7.21\times {10}^{-16}\) | \(7.98\times {10}^{-16}\) |
Random Forest | \(6.01\times {10}^{-13}\) | \(3.54\times {10}^{-10}\) | \(1.66\times {10}^{-13}\) |
Adaboost | \(3.37\times {10}^{-14}\) | \(9.82\times {10}^{-16}\) | \(5.16\times {10}^{-17}\) |
MLP | \(9.69\times {10}^{-18}\) | \(8.65\times {10}^{-20}\) | \(1.77\times {10}^{-13}\) |
SVM | \(6.76\times {10}^{-24}\) | \(1.49\times {10}^{-24}\) | \(1.52\times {10}^{-25}\) |