From: Application of an efficient Bayesian discretization method to biomedical data
Evaluation Measure | Method | Mean (SEM) | Difference of Means | Z statistic (p-value) |
---|---|---|---|---|
C4.5 Accuracy | EBD | 73.49% (2.07) | 2.01 | 2.219 |
[0%, 100%] | FI | 71.48% (2.12) | (0.026) | |
C4.5 AUC | EBD | 73.22% (1.89) | 1.07 | 2.732 |
[50%, 100%] | FI | 72.15% (1.77) | (0.007) | |
C4.5 Robustness | EBD | 72.55% (2.81) | -0.26 | -0.261 |
[0%, ∞] | FI | 72.81% (2.76) | (0.794) | |
NB Accuracy | EBD | 77.55% (2.65) | 0.76 | 2.080 |
[0%, 100%] | FI | 76.79% (2.32) | (0.038) | |
NB AUC | EBD | 74.83% (1.43) | 1.11 | 2.711 |
[0%, 100%] | FI | 73.71% (1.24) | (0.007) | |
NB Robustness | EBD | 81.72% (2.92) | -0.68 | -0.016 |
[50%, ∞] | FI | 82.40% (2.59) | (0.987) | |
Stability | EBD | 0.74 (0.025) | 0.02 | 1.972 |
[0, 1] | FI | 0.72 (0.029) | (0.049) | |
Mean # of intervals per predictor | EBD | 1.27 (0.074) | 0.11 | 1.686 |
[1, n] | FI | 1.16 (0.038) | (0.092) |