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Table 1 Accuracy comparison of EpiBN, BEAM, and SVM.

From: Genetic studies of complex human diseases: Characterizing SNP-disease associations using Bayesian networks

Model

Method

Precision

Recall

Distance

1

EpiBN

0.76 ± 0.27

0.76 ± 0.27

0.34 ± 0.38

 

BEAM

0.87 ± 0.32

0.75 ± 0.34

0.32 ± 0.43

 

SVM

0.61 ± 0.29

0.91 ± 0.19

0.43 ± 0.31

2

EpiBN

0.90 ± 0.21

0.90 ± 0.20

0.14 ± 0.29

 

BEAM

0.91 ± 0.26

0.75 ± 0.31

0.29 ± 0.38

 

SVM

0.69 ± 0.29

0.95 ± 0.15

0.34 ± 0.31

3

EpiBN

0.78 ± 0.30

0.79 ± 0.30

0.31 ± 0.43

 

BEAM

0.83 ± 0.35

0.74 ± 0.37

0.34 ± 0.49

 

SVM

0.72 ± 0.28

0.88 ± 0.24

0.33 ± 0.35

4

EpiBN

1.00 ± 0.00

1.00 ± 0.00

0.00 ± 0.00

 

BEAM

0.41 ± 0.49

0.20 ± 0.29

1.05 ± 0.47

 

SVM

0.41 ± 0.32

0.61 ± 0.38

0.76 ± 0.40