Table 5 Risk reasoning for warning factors significantly associated with DM.

From: Diabetes mellitus early warning and factor analysis using ensemble Bayesian networks with SMOTE-ENN and Boruta

No. Var

Condition satisfied

Prob. of DM in BN.Tabu

Prob. of DM in SMOTE.BN.Tabu

Prob. of DM in BL-SMOTE.BN.Tabu

Prob. of DM in SMOTE-ENN.BN.Tabu

 

P(DM)*

14.6

50.0

50.0

31.4

1

P(DM|Age ≥ 60)

19.9

62.6

57.2

43.8

2

P (DM|Family history = YES)

31.6

69.8

69.8

82.0

3

P (DM|Age ≥ 60, Family history = YES)

51.0

76.5

76.5

96.9

4

P (DM|Age ≥ 60, Family history = YES, Hyperlipidemia = YES)

57.0

78.9

78.9

97.6

5

P (DM|Age ≥ 60, Family history = YES, Hyperlipidemia = YES, Central obesity = YES)

57.0

81.0

81.0

98.0

  1. *P(DM): It represents the original prevalence of DM in each dataset.