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Journal of Big Data

Table 11 Three-factor ANOVA for AUC

From: The effect of feature extraction and data sampling on credit card fraud detection

 

Df

Sum Sq

Mean Sq

F Value

Pr(> F)

Scenario

7

4.749

0.6785

1215.93

 < 2.00E-16

Classifier

3

1.016

0.3387

606.99

 < 2.00E-16

Sampling Technique

2

0.078

0.0388

69.59

 < 2.00E-16

Scenario:Algorithm

21

2.396

0.1141

204.44

 < 2.00E-16

Scenario:Sampling

14

0.473

0.0338

60.6

 < 2.00E-16

Algorithm:Sampling

6

0.053

0.0088

15.79

 < 2.00E-16

Residuals

2304

1.286

0.0006

  
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