Table 5.
Classification accuracies on the validation and test sets for the binary classification of group 1 (Mini-Mental State Examination score≥27) versus group 2 (20≤Mini-Mental State Examination score≤26).
Data set | CATa | SVMb | LRc | P value | CAT vs SVM | CAT vs LR | SVM vs LR | |
Italian, mean (SD) | ||||||||
|
Validation | 0.80 (0.02) | 0.84 (0.02) | 0.79 (0.02) | <.001 | .007 | .91 | .02 |
|
Test | 0.71 (0.14) | 0.80 (0.14) | 0.76 (0.16) | N/Ad | N/A | N/A | N/A |
Spanish, mean (SD) | ||||||||
|
Validation | 0.74 (0.04) | 0.79 (0.02) | 0.76 (0.03) | .004 | .005 | .79 | .03 |
|
Test | 0.62 (0.15) | 0.59 (0.16) | 0.62 (0.17) | N/A | N/A | N/A | N/A |
Italian & Spanish, mean (SD) | ||||||||
|
Validation | 0.74 (0.02) | 0.76 (0.01) | 0.74 (0.02) | .06 | N/A | N/A | N/A |
|
Test | 0.64 (0.12) | 0.65 (0.11) | 0.65 (0.13) | N/A | N/A | N/A | N/A |
aCAT: CatBoost classifier.
bSVM: support vector machine.
cLR: logistic regression.
dN/A: not applicable.