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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