Table 12.
Agreement between the hold-out and 5-fold cross-validation estimates of classification accuracy.
| Configuration | Hold-out accuracy (%) | 5-FCV mean ± SD (%) | 5-FCV fold range (%) | Δ (5-FCV—hold-out, pp) | Hold-out estimate within fold range |
|---|---|---|---|---|---|
| CNN | 93.67 | 93.95 ± 0.60 | 93.38–94.66 | +0.28 | Yes |
| CNN-KNN | 96.58 | 96.10 ± 0.83 | 95.30–97.22 | −0.48 | Yes |
| CNN-SVM | 96.23 | 95.67 ± 0.57 | 94.95–96.44 | −0.56 | Yes |
| CNN-RF | 93.24 | 93.99 ± 0.72 | 92.88–94.59 | +0.75 | Yes |