Table 5.
Significant Predictors Appeared in the Second Stage of the Modeling
Sr. No. | Predictor | Random Forest | Naive Bayes | MLP | Logistic Regression | Decision Tree | Occurrence |
---|---|---|---|---|---|---|---|
1. | Age at onset of the sex | Yes | Yes | Yes | Yes | Yes | 5 |
2. | Life time sexual partners | Yes | Yes | Yes | Yes | Yes | 5 |
3. | Screened for cervical cancer | Yes | Yes | Yes | 3 | ||
4. | Reasons for not screening | Yes | Yes | Yes | Yes | Yes | 5 |
5. | Smoking consumption | Yes | Yes | Yes | Yes | Yes | 5 |
6. | Family history cervical cancer | Yes | Yes | Yes | 3 | ||
7. | Infection of the cervix | Yes | Yes | Yes | Yes | 4 | |
8. | Duration of contraceptives used | Yes | Yes | Yes | Yes | Yes | 5 |
9. | Type of the family planning methods | Yes | Yes | Yes | Yes | 4 | |
10. | Family history cervical cancer | Yes | Yes | Yes | Yes | 4 | |
11. | Marital status | Yes | Yes | Yes | 3 | ||
12. | Age at the first child | Yes | Yes | Yes | Yes | 4 | |
13. | Duration of smoking | Yes | Yes | Yes | Yes | 4 | |
14. | Smoking Consumption | Yes | Yes | Yes | Yes | 4 |