Table 3.
Analysis of statistical significance using the A z, CI, SE, and P values
| Sr. no. | Database | Size of ROI | Kernel | AUC | 95 % CI | SE | P values (4 decimal places) | Comments |
|---|---|---|---|---|---|---|---|---|
| 1 | DDSM | Fixed size | Linear | 0.91 | 0.86 to 0.97 | 0.029 | 0.0000 | Excellent test |
| 2 | DDSM | Fixed size | RBF | 0.95 | 0.91 to 0.99 | 0.020 | 0.0000 | Excellent test |
| 3 | DDSM | Fixed size | Polynomial | 0.95 | 0.91 to 0.99 | 0.020 | 0.0000 | Excellent test |
| 4 | DDSM | Ground truth | Linear | 0.88 | 0.81 to 0.96 | 0.039 | 0.0000 | Good test |
| 5 | DDSM | Ground truth | RBF | 0.89 | 0.82 to 0.96 | 0.033 | 0.0000 | Good test |
| 6 | DDSM | Ground truth | Polynomial | 0.91 | 0.84 to 0.97 | 0.030 | 0.0000 | Excellent test |
| 7 | MIAS | Fixed size | Linear | 0.77 | 0.55 to 0.84 | 0.074 | 0.0034 | Fair test |
| 8 | MIAS | Fixed size | RBF | 0.91 | 0.82 to 0.99 | 0.042 | 0.0000 | Excellent test |
| 9 | MIAS | Fixed size | Polynomial | 0.87 | 0.77 to 0.97 | 0.052 | 0.0036 | Good test |
| 10 | MIAS | Ground truth | Linear | 0.95 | 0.84 to 1.00 | 0.580 | 0.0000 | Excellent test |
| 11 | MIAS | Ground truth | RBF | 0.95 | 0.84 to 1.00 | 0.580 | 0.0000 | Excellent test |
| 12 | MIAS | Ground truth | Polynomial | 0.98 | 0.90 to 1.00 | 0.036 | 0.0000 | Excellent test |