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. 2020 May 15;20(10):2809. doi: 10.3390/s20102809

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