Skip to main content

Table 5 Impens dataset—with feature selection

From: Utilizing maximal frequent itemsets and social network analysis for HIV data analysis

Methodology

Accuracy

Precision

Recall

F1

Roc-Auc

OE + RFE 100

0.89

0.676

0.662

0.652

0.901

OE + UNI 100

0.881

0.662

0.616

0.625

0.901

OE + PCA-100

0.871

0.620

0.623

0.662

0.889

OE + FI-BOTH + PCA-100

0.891

0.672

0.596

0.627

0.893

OE + FI-BOTH + FI-CENTER + PCA-100

0.893

0.706

0.576

0.621

0.897

OE + FI-YES + PCA-100

0.881

0.650

0.596

0.611

0.886

OE + FI-YES + FI-CENTER + PCA-100

0.888

0.669

0.602

0.622

0.890

OE + FI-NO + PCA-100

0.879

0.640

0.570

0.593

0.880

OE + FI-NO + FI-CENTER + PCA-100

0.895

0.685

0.630

0.650

0.901

OE + FI-BOTH + RFE

0.886

0.663

0.61

0.625

0.890

OE + FI-BOTH + FI-CENTER + RFE

0.896

0.678

0.675

0.666

0.911

OE + FI-YES + RFE

0.880

0.661

0.662

0.641

0.910

OE + FI-YES + FI-CENTER + RFE

0.891

0.670

0.669

0.655

0.910

OE + FI-NO + RFE

0.879

0.634

0.649

0.631

0.892

OE + FI-NO + FI-CENTER + RFE

0.889

0.675

0.622

0.635

0.902

OE + FI-BOTH + uni

0.889

0.712

0.590

0.639

0.896

OE + FI-BOTH + FI-CENTER + uni

0.879

0.666

0.589

0.612

0.891

OE + FI-YES + uni

0.862

0.656

0.603

0.603

0.871

OE + FI-YES + FI-CENTER + uni

0.886

0.679

0.610

0.637

0.899

OE + FI-NO + uni

0.889

0.698

0.610

0.645

0.893

OE + FI-NO + FI-CENTER + uni

0.882

0.668

0.596

0.619

0.888

  1. Significant values are typed in italic