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Table 1 Comparison of accuracy of standard classification and class assignment based on the regression output

From: How can SHAP values help to shape metabolic stability of chemical compounds?

Dataset Human Rat
Model Representation Class Class. via regression Class Class. via regression
SVM MACCS 0.745 0.695 0.676 0.686
KRFP 0.759 0.672 0.676 0.751
Trees MACCS 0.737 0.692 0.659 0.686
KRFP 0.734 0.661 0.670 0.676
  1. Comparison of efficiency of classification experiments (standard and using class assignment based on the regression output) expressed as accuracy. Higher values in a particular comparison setup are depicted in bold