Table 4 Values of the characteristics in explainability algorithms.

From: Decoding student cognitive abilities: a comparative study of explainable AI algorithms in educational data mining

Morris sensitivity

SHAP value

LIME explanation

Feature importance

0.4108

0.1144

0.2078

0.3233

0.2893

0.1088

0.1572

0.2545

0.1333

0.1031

0.0964

0.1313

0.1230

0.0366

0.0546

0.1074

0.0549

0.0088

− 0.0459

0.0589

0.0286

0.0054

− 0.045

0.0095

0.0257

0.0042

0.0401

0.0076

0.1810

0.0037

− 0.039

0.0066

0.0106

0.0036

− 0.0312

0.0058

0.0103

0.1144

− 0.0299

0.0057