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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