Table 1.
Attributes | Feature selection techniques with their results and mean values | |||||
---|---|---|---|---|---|---|
ETC | GBC | RF | RFE | XGB | MEAN | |
Age | 0.92 | 0.92 | 0.87 | 0.25 | 0.92 | 0.78 |
Sex | 0.0 | 0.0 | 0.11 | 0.83 | 0.0 | 0.19 |
Alcohol consumption | 0.09 | 0.09 | 0.09 | 0.75 | 0.09 | 0.22 |
Physical activity | 0.25 | 0.25 | 0.08 | 0.67 | 0.25 | 0.30 |
Healthy diet | 0.71 | 0.71 | 0.52 | 1.0 | 0.71 | 0.73 |
BMI | 0.74 | 0.74 | 0.79 | 0.0 | 0.74 | 0.60 |
Hereditary | 0.38 | 0.38 | 0.4 | 0.92 | 0.38 | 0.49 |
Smoking | 0.17 | 0.17 | 0.09 | 0.5 | 0.17 | 0.22 |
Systolic BP | 1.0 | 1.0 | 1.0 | 0.08 | 1.0 | 0.82 |
Diastolic BP | 0.88 | 0.88 | 0.78 | 0.33 | 0.88 | 0.75 |
Socio-economic level | 0.17 | 0.17 | 0.11 | 0.42 | 0.17 | 0.21 |