Skip to main content

Table 24 Stability 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 0.9505±0.0017 0.8885±0.0089 0.8035±0.161
Cardiotocography 0.9020±0.0038 0.8226±0.0087 0.7844±0.0086
Diabetic retinopathy 0.7821±0.0064 0.7436±0.0109 0.5814±0.0111
Cleveland heart 0.8171±0.0092 0.7807±0.0143 0.5985±0.0190
Mental health survey ’16 0.9707±0.0015 0.9051±0.0073 0.9013±0.0088
Mental health survey ’14 0.8852±0.0041 0.9293±0.0051 N/A
Hospital readmission 0.9075±0.0029 0.9514±0.0029 N/A
Thyroid 0.9401±0.0015 0.7716±0.0071 N/A
Understanding society 0.8616±0.0043 0.8624±0.0063 N/A