TABLE I.
The Comparison of Regression Performance of nback fMRI and Emotion fMRI by Different Predictive Models
Model | CC (mean ± std) | p-value | RMSE (mean ± std) | p-value | |
---|---|---|---|---|---|
SM | nback | 0.3181 ±0.0187 | <0.001 | 15.3882 ±0.1546 | <0.001 |
emotion | 0.3240 ± 0.0144 | 0.0033 | 15.3060 ±0.1051 | <0.001 | |
MTL | nback | 0.3217 ± 0.0183 | 0.0026 | 15.3063 ±0.1507 | <0.001 |
emotion | 0.3222 ± 0.0175 | 0.0043 | 15.2645 ± 0.1669 | <0.001 | |
M2TL | nback | 0.3348 ±0.0118 | 0.0458 | 14.9881 ±0.1238 | 0.0070 |
emotion | 0.3308 ± 0.0139 | 0.0337 | 15.0056 ±0.1635 | 0.0353 | |
NM2TL | nback | 0.3472 ± 0.0141 | - | 14.8251 ± 0.0714 | - |
emotion | 0.3443 ± 0.0125 | _ | 14.8658 ± 0.1047 | _ |
p-values were calculated by pairwise t-test comparisons between the regression accuracy of our NM2TL model and other competing models for each modality.
std denotes the standard deviation.