TABLE II:
The prediction results of PNC data with different models(mean ± standard deviation).
| Model | Paradigm | WRAT RMSE | p-value | PVRT RMSE | p-value | PMAT RMSE | p-value |
|---|---|---|---|---|---|---|---|
|
| |||||||
| LR | emoid | *14.3332 ± 0.0773 | <1e-5 | 2.3863 ± 0.0809 | <1e-5 | 4.1283 ± 0.1779 | <1e-5 |
| nback | 13.7302 ± 0.5156 | 0.0017 | 2.4570 ± 0.2442 | 1.176e-5 | 4.0618 ± 0.6491 | 0.0161 | |
| rest | 16.7479 ± 0.1272 | <1e-5 | 2.2918 ± 0.0815 | <1e-5 | 4.0996 ± 0.0685 | <1e-5 | |
|
| |||||||
| MLP | emoid | 14.8311 ± 0.0889 | <1e-5 | 2.2003 ± 0.0184 | <1e-5 | 3.8380 ± 0.0229 | <1e-5 |
| nback | 14.7806 ± 1.8392 | 0.0132 | 2.7818 ± 0.6738 | 0.0020 | 3.9569 ± 0.2941 | 0.0001 | |
| rest | 16.7823 ± 0.1171 | <1e-5 | 2.1083 ± 0.0099 | <1e-5 | 3.8560 ± 0.0312 | <1e-5 | |
|
| |||||||
| GCN | emoid | 15.9073 ± 0.0007 | <1e-5 | 2.3066 ± 0.0057 | <1e-5 | 3.8213 ± 0.0023 | <1e-5 |
| nback | 14.2264 ± 0.1086 | <1e-5 | 2.3031 ± 0.0283 | <1e-5 | 3.7225 ± 0.0430 | <1e-5 | |
| rest | *16.6089 ± 0.1950 | <1e-5 | * 2.0941 ± 0.0109 | <1e-5 | 3.8881 ± 0.0108 | <1e-5 | |
|
| |||||||
| GAT | emoid | 16.0062 ± 0.0516 | <1e-5 | 2.4162 ± 0.0164 | <1e-5 | 3.8800 ± 0.0277 | <1e-5 |
| nback | 14.4641 ± 0.0001 | <1e-5 | 2.1784 ± 0.0054 | <1e-5 | 3.5969 ± 0.0304 | <1e-5 | |
| rest | 17.0622 ± 0.2401 | <1e-5 | 2.1457 ± 0.0241 | <1e-5 | 3.9033 ± 0.0316 | <1e-5 | |
|
| |||||||
| GT | emoid | 15.9038 ± 0.0265 | <1e-5 | 2.3992 ± 0.0056 | <1e-5 | *3.7724 ± 0.0334 | <1e-5 |
| nback | 15.0393 ± 0.1169 | <1e-5 | 2.1514 ± 0.0037 | <1e-5 | 3.4735 ± 0.0614 | 0.5187 | |
| rest | 16.9933 ± 0.1175 | <1e-5 | 2.2137 ± 0.0112 | <1e-5 | 3.8591 ± 0.0131 | <1e-5 | |
|
| |||||||
| SAN | emoid | 15.8577 ± 0.0283 | <1e-5 | 2.4263 ± 0.0018 | <1e-5 | 3.8102 ± 0.0021 | <1e-5 |
| nback | 16.1831 ± 0.0668 | <1e-5 | 2.2192 ± 0.0062 | <1e-5 | 3.5888 ± 0.0093 | <1e-5 | |
| rest | 16.7446 ± 0.1126 | <1e-5 | 2.2371 ± 0.0202 | <1e-5 | *3.8379 ± 0.0197 | <1e-5 | |
|
| |||||||
| GGCN | emoid | 15.8852 ± 0.2412 | <1e-5 | *2.1968 ± 0.0231 | <1e-5 | 3.7969 ± 0.0128 | <1e-5 |
| nback | *13.6968 ± 0.0189 | <1e-5 | 2.2591 ± 0.0028 | <1e-5 | 3.5776 ± 0.0296 | <1e-5 | |
| rest | 18.1212 ± 0.1180 | <1e-5 | 2.2428 ± 0.0246 | <1e-5 | 3.9843 ± 0.0130 | <1e-5 | |
|
| |||||||
| GGT | emoid | 13.8288 ± 0.0295 | - | 1.8209 ± 0.0029 | - | 3.3989 ± 0.0077 | - |
| nback | 13.0951 ± 0.0462 | - | 1.9700 ± 0.0097 | - | *3.4873 ± 0.0136 | - | |
| rest | 13.3879 ± 0.0190 | - | 1.9924 ± 0.0043 | - | 3.6198 ± 0.0055 | - | |
p-values are obtained using t-tests to compare the performance of our model with that of other competing models across repeated experiments. Bold values indicate the best results, while those marked with
*
represent the second-best results.