Table 17 Feature generation results for triple merge dataset.

From: AI-based prediction of traffic crash severity for improving road safety and transportation efficiency

Oversampling

Accuracy

Precision

Recall

F1-Score (Macro)

AUC-ROC

RandomOverSampler

0.95246

0.95627

0.92665

0.93991

0.99085

SMOTE

0.95667

0.95666

0.93632

0.94574

0.99195

BorderlineSMOTE

0.95662

0.95656

0.93629

0.94568

0.99191

ADASYN

0.95656

0.95635

0.93636

0.94563

0.99202

  1. Significant values are in bold, underline.
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