Table 6.
Classification accuracies on the validation and test sets for the binary classification of group 1 (Mini-Mental State Examination score≥27) versus group 3 (11≤Mini-Mental State Examination score≤19) for the 3 data sets.
Data set | CATa | SVMb | LRc | P value | CAT vs SVM | CAT vs LR | SVM vs LR | |
Italian, mean (SD) | ||||||||
|
Validation | 0.92 (0.02) | 0.93 (0.02) | 0.92 (0.02) | .38 | N/Ad | N/A | N/A |
|
Test | 0.82 (0.14) | 0.86 (0.18) | 0.89 (0.14) | N/A | N/A | N/A | N/A |
Spanish, mean (SD) | ||||||||
|
Validation | 0.84 (0.03) | 0.83 (0.02) | 0.82 (0.03) | .17 | N/A | N/A | N/A |
|
Test | 0.83 (0.12) | 0.73 (0.11) | 0.71 (0.15) | N/A | N/A | N/A | N/A |
Italian&Spanish, mean (SD) | ||||||||
|
Validation | 0.85 (0.02) | 0.85 (0.01) | 0.84 (0.01) | .05 | N/A | N/A | N/A |
|
Test | 0.79 (0.11) | 0.78 (0.05) | 0.81 (0.06) | N/A | N/A | N/A | N/A |
aCAT: CatBoost classifier.
bSVM: support vector machine.
cLR: logistic regression.
dN/A: not applicable.