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Table 22 Precision 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 0.9831±0.0014 0.9793±0.0103 0.8215±0.0210
Cardiotocography 0.9324±0.0032 0.9117±0.0107 0.7931±0.0110
Diabetic retinopathy 0.8272±0.0073 0.8164±0.0175 0.5481±0.0203
Cleveland heart 0.9059±0.0105 0.9640±0.0189 0.5971±0.0293
Mental health survey ’16 0.9849±0.0013 0.9502±0.0100 0.9129±0.0124
Mental health survey ’14 0.9030±0.0043 0.9811±0.0056 N/A
Hospital readmission 0.9129±0.0013 0.9811±0.0032 N/A
Thyroid 0.9481±0.0015 0.8154±0.0110 N/A
Understanding society 0.8677±0.0043 0.8903±0.0081 N/A