Table 21 Precision of explanations of AdaBoost SAMME
From: Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences
Data | Ada-WHIPS | Anchors | LORE |
|---|---|---|---|
Breast cancer | 0.9819±0.0022 | 0.9915±0.0062 | 0.8405±0.0179 |
Cardiotocography | 0.9369±0.0039 | 0.9915±0.0097 | 0.8209±0.0109 |
Diabetic retinopathy | 0.8031±0.0075 | 0.8016±0.0188 | 0.6300±0.0182 |
Cleveland heart | 0.8744±0.0118 | 0.9644±0.0189 | 0.6300±0.0321 |
Mental health survey ’16 | 0.9862±0.0010 | 0.9873±0.0035 | 0.9744±0.0061 |
Mental health survey ’14 | 0.9301±0.0021 | 0.9798±0.0056 | N/A |
Hospital readmission | 0.8973±0.0016 | 0.8163±0.0110 | N/A |
Thyroid | 0.9205±0.0026 | 0.9441±0.0055 | N/A |
Understanding society | 0.9643±0.0016 | 0.9749±0.0035 | N/A |