Table 24.
Comparison of Hinselmann test results of CCPM with past studies.
| Studies | Method | No of Features | Sensitivity (%) | Specificity (%) | Accuracy (%) |
|---|---|---|---|---|---|
| Wu and Zhu [10] | SVM-RFE | 5 | 100 | 84.63 | 90.77 |
| 15 | 100 | 84.49 | 93.69 | ||
| SVM-PCA | 5 | 100 | 84.63 | 92.09 | |
| 11 | 100 | 84.65 | 93.79 | ||
| Abdoh et al. [22] | Smote-RF-RFE | 5 | 96.52 | 93.80 | 95.14 |
| 15 | 96.65 | 95.14 | 95.88 | ||
| Smote-RF-PCA | 5 | 96.52 | 98.30 | 97.42 | |
| 11 | 96.52 | 98.42 | 97.48 | ||
| Present work | DBSCAN + SMOTETomek + RF | 10 | 100 | 98.96 | 99.50 |
| DBSCAN + SMOTE+ RF | 10 | 100 | 97.95 | 99.01 | |
| iForest + SMOTETomek + RF | 10 | 100 | 98.97 | 99.50 | |
| iForest + SMOTE + RF | 10 | 99.01 | 100 | 99.50 |