Table 7 Statistical analysis.
Comparison | Metric compared | Baseline model | Proposed model | Test used | p-value | Significance |
|---|---|---|---|---|---|---|
AD detection | Classification accuracy | CNN- only (MRI) | AAMDLF (MRI + EEG + SNP) | McNemar’s Test | 0.021 | Significant (p < 0.05) |
PD detection | Classification accuracy | CNN- only (MRI) | AAMDLF (MRI + EEG + SNP) | McNemar’s Test | 0.024 | Significant (p < 0.05) |
Overall | F1-score | CNN- only (MRI) | AAMDLF (MRI + EEG + SNP) | Paired t-Test | 0.018 | Significant (p < 0.05) |