Table 5.
Comparison of performance between our model and other existing methods in prediction of EMCI and LMCI.
References | Sensitivity (%)* | Specificity (%)* | F1 score (%)* | Dataset specifications |
---|---|---|---|---|
Singh et al. (2017) | 64.82% | NA | 0.6844 | 178 EMCI, 158 LMCI |
Nozadi et al. (2018) | 72.50% | 79.20% | NA | 164 EMCI, 189 LMCI |
Forouzannezhad et al. (2020) | 61.50% | 64.3% | NA | 296 EMCI, 193 LMCI |
Ours | 81.63% | 85.19% | 82.47% | 265 EMCI, 249 LMCI |
EMCI, early mild cognitive impairment, LMCI, late mild cognitive impairment.
A value of NA indicates that this result is not reported in the literature.