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. 2022 Feb 21;2022:9580896. doi: 10.1155/2022/9580896

Table 1.

Feature selection techniques providing weight to each risk attribute.

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