Table 3.
Paired samples test of the LDMGNN model with 11 baseline models
| 95% confidence interval of the difference | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Std. error mean | Lower | Upper | t | df | Sig.(2-tailed) | ||
| Pair 1 | LDMGNN-SVM | 22.09500 | 7.58174 | 3.09523 | 14.13845 | 30.05155 | 7.138 | 5 | 0.001 |
| Pair 2 | LDMGNN-RF | 29.37667 | 14.80078 | 6.04239 | 13.84420 | 44.90913 | 4.862 | 5 | 0.005 |
| Pair 3 | LDMGNN-LR | 27.26500 | 5.42631 | 2.21528 | 21.57044 | 32.95956 | 12.308 | 5 | 0.000 |
| Pair 4 | LDMGNN-HIN2Vec | 20.42333 | 5.50138 | 2.24593 | 14.64998 | 26.19668 | 9.093 | 5 | 0.000 |
| Pair 5 | LDMGNN-SDNE | 15.59667 | 9.21296 | 3.76118 | 5.92826 | 25.26507 | 4.147 | 5 | 0.009 |
| Pair 6 | LDMGNN-LPIDLDN | 19.15333 | 7.98559 | 3.26010 | 10.77297 | 27.53369 | 5.875 | 5 | 0.002 |
| Pair 7 | LDMGNN-LPIdeepGBDT | 21.65833 | 7.89829 | 3.22446 | 13.36958 | 29.94708 | 6.717 | 5 | 0.001 |
| Pair 8 | LDMGNN-DTICDF | 16.48333 | 6.47322 | 2.64268 | 9.69010 | 23.27656 | 6.237 | 5 | 0.001 |
| Pair 9 | LDMGNN-PIPR | 15.13333 | 10.28307 | 4.19805 | 4.34191 | 25.92476 | 3.605 | 5 | 0.015 |
| Pair 10 | LDMGNN-GAT | 12.71167 | 7.96402 | 3.25130 | 4.35394 | 21.06940 | 3.910 | 5 | 0.011 |
| Pair 11 | LDMGNN-GNNPPI | 3.25167 | 3.85639 | 1.57436 | -0.79537 | 7.29870 | 2.065 | 5 | 0.094 |
Bold number represents the p-value of the corresponding paired sample