Table 9 Post hoc test of the proposed hybrid stacking model with the other top four models for each metric.
Metric | Hybrid stacking vs. | Statistic | Adjusted p-value | H0 |
|---|---|---|---|---|
Accuracy | RF | 1.78885 | 0.29455 | A |
XGB | 1.34164 | 0.53914 | A | |
GB | 0.89443 | 0.74219 | A | |
Hybrid voting | 0.44721 | 0.74219 | A | |
F1-score | RF | 1.78885 | 0.29455 | A |
XGB | 1.34164 | 0.53914 | A | |
GB | 0.89443 | 0.74219 | A | |
Hybrid voting | 0.44721 | 0.74219 | A | |
AUC | CB | 1.56525 | 0.4701 | A |
ET | 1.11803 | 0.79066 | A | |
XGB | 0.67082 | 1 | A | |
Hybrid voting | 0 | 1 | A | |
Precision | XGB | 1.78885 | 0.29455 | A |
RF | 1.34164 | 0.53914 | A | |
GB | 0.89443 | 0.74219 | A | |
Hybrid voting | 0.44721 | 0.74219 | A | |
MCC | RF | 1.78885 | 0.29455 | A |
XGB | 1.34164 | 0.53914 | A | |
GB | 0.89443 | 0.74219 | A | |
Hybrid voting | 0.44721 | 0.74219 | A | |
Recall | RF | 1.78885 | 0.29455 | A |
XGB | 1.34164 | 0.53914 | A | |
GB | 0.89443 | 0.74219 | A | |
Hybrid voting | 0.44721 | 0.74219 | A | |
Kappa | RF | 1.78885 | 0.29455 | A |
XGB | 1.34164 | 0.53914 | A | |
GB | 0.89443 | 0.74219 | A | |
Hybrid voting | 0.44721 | 0.74219 | A |