Table 24 Stability of explanations of AdaBoost SAMME.R
From: Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences
Data | Ada-WHIPS | Anchors | LORE |
|---|---|---|---|
Breast cancer | 0.9505±0.0017 | 0.8885±0.0089 | 0.8035±0.161 |
Cardiotocography | 0.9020±0.0038 | 0.8226±0.0087 | 0.7844±0.0086 |
Diabetic retinopathy | 0.7821±0.0064 | 0.7436±0.0109 | 0.5814±0.0111 |
Cleveland heart | 0.8171±0.0092 | 0.7807±0.0143 | 0.5985±0.0190 |
Mental health survey ’16 | 0.9707±0.0015 | 0.9051±0.0073 | 0.9013±0.0088 |
Mental health survey ’14 | 0.8852±0.0041 | 0.9293±0.0051 | N/A |
Hospital readmission | 0.9075±0.0029 | 0.9514±0.0029 | N/A |
Thyroid | 0.9401±0.0015 | 0.7716±0.0071 | N/A |
Understanding society | 0.8616±0.0043 | 0.8624±0.0063 | N/A |