Table 4 The warning factors directly associated with DM in different datasets.
Original dataset | SMOTE-dataset | |||||
|---|---|---|---|---|---|---|
Dependence relationship between DM and warning factors | DM | → | Family history | DM | → | Family history |
DM | → | Age | DM | → | Age | |
– | – | – | DM | → | Central obesity | |
DM | → | Hyperlipidemia | DM | → | Hyperlipidemia | |
– | – | – | DM | → | Salt reduction | |
– | – | – | – | – | – | |
– | – | – | – | – | – | |
– | – | – | – | – | – | |
– | – | – | – | – | – | |
No. of dependence | 3 | 5 | ||||
BL-SMOTE-dataset | SMOTE-ENN-dataset | |||||
Dependence relationship between DM and warning factors | DM | → | Family history | DM | → | Family history |
DM | → | Age | DM | → | Age | |
DM | → | Central obesity | DM | → | Central obesity | |
DM | → | Hyperlipidemia | DM | → | Hyperlipidemia | |
DM | → | Salt reduction | DM | → | Salt reduction | |
– | – | – | DM | → | Occupation | |
– | – | – | DM | → | Heart rate | |
– | – | – | DM | → | BMI | |
No. of dependence | 5 | 7 | ||||
