Skip to main content

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