Table 1 Top 10 features selected from different models based on variable importance
Filter (MI) | SVM-RFE | Ridge | Lasso | RandomForest | |
|---|---|---|---|---|---|
1 | Age | MoDietEducation | Age | Age | SystolicPressure |
2 | Sleep_Normal (–) | MoRDType_LowSalt | Sex (–) | Sex (–) | MoDiastolicPressure (–) |
3 | BFType_Maternal (–) | RDType_2000 cal | Tobacco_No (–) | Tobacco_No (–) | MoSystolicPressure (–) |
4 | DiastolicPressure (–) | AdeDKnowledge | DietEducation | DietEducation | Sex |
5 | MoSystolicPressure | MoPE_Inadequate (–) | MoTobacco_Yes | MoDietEducation | Birthyear (–) |
6 | MoNumberCigarettes | DietCompliesAdvice | BFType_Maternal (–) | BFType_Maternal (–) | Tobacco_No (–) |
7 | Birthheight (–) | MoRDType_Free (–) | PE_Inadequate | Birthyear (–) | MoExerciseAdvice (–) |
8 | MoBMI | MoPEHour | MoDiabetes_No (–) | MoNumberCigarettes | MoAlcohol_No (–) |
9 | Birthweight (–) | DiastolicPressure (–) | PE_Adequate(–) | PE_Inadequate | PE_Inadequate |
10 | MoDiastolicPressure (–) | SystolicPressure | MoDietEducation | DCExecution _No | MoTobacco_Ex |