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Table 20 Coverage 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

0.33502±0.0055

0.1513±0.0054

0.3574±0.0157

Cardiotocography

0.3894±0.0093

0.0667±0.0019

0.4765±0.0128

Diabetic retinopathy

0.1349±0.0053

0.0759±0.0040

0.0945±0.0068

Cleveland heart

0.2182±0.0085

0.1180±0.0078

0.3754±0.0271

Mental health survey ’16

0.3578±0.0054

0.1778±0.0072

0.3248±0.0101

Mental health survey ’14

0.2927±0.0053

0.1444±0.0030

N/A

Hospital readmission

0.1598±0.0038

0.1345±0.0042

N/A

Thyroid

0.3793±0.0073

0.0224±0.0008

N/A

Understanding society

0.6891±0.0107

0.1057±0.0038

N/A