Table 8 Comparison of diagnostic results under different sampling methods.

From: Transformer fault diagnosis method based on SMOTE and NGO-GBDT

Data sampling method

Accuracy

Kappa coefficient

ADASYN oversampling

94.83%

0.9386

Random oversampling

93.68%

0.9251

Imbalanced dataset

86.21%

0.8360

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