Table 23.
Stability of explanations of AdaBoost SAMME
| Data | Ada-WHIPS | Anchors | LORE |
|---|---|---|---|
| Breast cancer | 0.9500±0.0024 | 0.8992±0.0072 | 0.8226±0.0137 |
| Cardiotocography | 0.9067±0.0044 | 0.8311±0.0078 | 0.8113±0.0085 |
| Diabetic retinopathy | 0.7745±0.0067 | 0.7196±0.0114 | 0.6388±0.0106 |
| Cleveland heart | 0.7973±0.0106 | 0.7671±0.0145 | 0.5906±0.0195 |
| Mental health survey ’16 | 0.9770±0.0011 | 0.9706±0.0053 | 0.9592±0.0046 |
| Mental health survey ’14 | 0.9125±0.0021 | 0.9283±0.0053 | N/A |
| Hospital readmission | 0.8930±0.0017 | 0.7306±0.0071 | N/A |
| Thyroid | 0.9121±0.0028 | 0.9033±0.0047 | N/A |
| Understanding society | 0.9594±0.0017 | 0.9586±0.0035 | N/A |