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Table 2 Performance of Random Forest on the DG dataset with different sampling methods

From: Velo-Predictor: an ensemble learning pipeline for RNA velocity prediction

 

PRE-0

PRE-1

PRE-2

PRE-3

Balanced score

Origin

0.65

0.68

0.57

0.66

0.52

SMOTE

0.8

0.75

0.69

0.67

0.73

NCR

0.67

0.72

0.67

0.75

0.55

ADASYN

0.8

0.76

0.7

0.68

0.73

NearMiss

0.67

0.61

0.46

0.46

0.53

SMOTETomek

0.8

0.77

0.71

0.7

0.75

SMOTEENN

0.83

0.81

0.74

0.4

0.64

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BMC Bioinformatics

ISSN: 1471-2105

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