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Table 19 Coverage of explanations of AdaBoost SAMME

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

Data Ada-WHIPS Anchors LORE
Breast cancer 0.3635±0.0068 0.1530±0.0053 0.3914±0.0156
Cardiotocography 0.3867±0.0092 0.0637±0.0018 0.4417±0.0120
Diabetic retinopathy 0.3225±0.0125 0.0636±0.0039 0.1060±0.0060
Cleveland heart 0.2310±0.0084 0.1101±0.0079 0.3259±0.0259
Mental health survey ’16 0.4974±0.0026 0.3915±0.0083 0.3777±0.0086
Mental health survey ’14 0.3368±0.0063 0.1483±0.0030 N/A
Hospital readmission 0.1809±0.0040 0.0095±0.0004 N/A
Thyroid 0.3630±0.0074 0.0636±0.0015 N/A
Understanding society 0.6679±0.0108 0.2729±0.0040 N/A