Table 7 Comparison of different classifiers (\(MS2\) test dataset; Second Layer).

From: A multilayer multimodal detection and prediction model based on explainable artificial intelligence for Alzheimer’s disease

Modalities used

Precision

Recall

Accuracy

F1-score

AUC

SVM

81.82

75.00

79.59

79.64

0.867

KNN

83.33

83.33

83.67

83.66

0.869

DT

85.71

75.00

81.63

81.82

0.850

NB

84.00

84.00

83.67

83.67

0.907

RF (our model)*

87.50

87.50

87.76

87.75

0.953

  1. Asterisk ( ∗): is the model with the best predictive performance.
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