Table 4 Impens dataset—without feature selection
From: Utilizing maximal frequent itemsets and social network analysis for HIV data analysis
Methodology | Accuracy | Precision | Recall | F1 | ROC-AUC |
|---|---|---|---|---|---|
OE | 0.876 | 0.620 | 0.645 | 0.636 | 0.899 |
FI-BOTH | 0.889 | 0.675 | 0.603 | 0.628 | 0.893 |
OE + FI-BOTH | 0.885 | 0.654 | 0.696 | 0.659 | 0.903 |
FI-YES | 0.866 | 0.609 | 0.656 | 0.609 | 0.890 |
OE + FI-YES | 0.871 | 0.622 | 0.649 | 0.615 | 0.906 |
FI-NO | 0.882 | 0.634 | 0.569 | 0.590 | 0.880 |
OE + FI-NO | 0.879 | 0.625 | 0.67 | 0.634 | 0.900 |
CMAR | 0.842 | 0.71 | 0.843 | 0.771 | 0.5 |
CPAR | 0.552 | 0.277 | 0.83 | 0.416 | NA |