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Table 6 Comparison of Average Performance Evaluation

From: Smoothing target encoding and class center-based firefly algorithm for handling missing values in categorical variable

Method

Performance evaluation

AUC

CA

F1-Score

Precision

Recall

Mode imputation (MdI)

0.917

0.870

0.869

0.869

0,870

Decision tree imputation (DTI)

0.929

0.878

0.877

0.877

0,878

C3FA imputation (Proposed method)

0.943

0.881

0.880

0.880

0,881

  1. Italic is lower result, Bold is higher result