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Table 23 Stability of explanations of AdaBoost SAMME

From: Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences

Data Ada-WHIPS Anchors LORE
Breast cancer 0.9500±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