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Table 7 1625 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

0.926

0.873

0.826

0.837

0.977

OE + UNI - 100

0.937

0.9

0.839

0.859

0.981

OE + PCA-100

0.927

0.866

0.841

0.843

0.978

OE + FI-BOTH + FI-CENTER + PCA-100

0.927

0.861

0.836

0.839

0.978

OE + FI-BOTH + FI-CENTER + SUP-1 + PCA-100

0.926

0.865

0.833

0.838

0.977

OE + FI-YES + FI-CENTER + PCA-100

0.920

0.859

0.812

0.823

0.977

OE + FI-YES + FI-CENTER + SUP-1 + PCA-100

0.923

0.869

0.823

0.833

0.977

OE + FI-NO + FI-CENTER + PCA-100

0.927

0.866

0.839

0.841

0.980

OE + FI-NO + FI-CENTER + SUP-1 + PCA-100

0.934

0.887

0.839

0.852

0.979

OE + FI-BOTH + RFE

0.923

0.860

0.815

0.827

0.973

OE + FI-BOTH + CENTER + RFE

0.927

0.881

0.817

0.837

0.977

OE + FI-BOTH + CENTER + RFE - sup1

0.929

0.885

0.82

0.841

0.978

OE + FI-YES + RFE

0.925

0.884

0.802

0.830

0.979

OE + FI-YES + CENTER + RFE

0.924

0.879

0.807

0.828

0.98

OE + FI-YES + CENTER + RFE - sup1

0.92

0.863

0.804

0.822

0.98

OE + FI-NO + RFE

0.925

0.853

0.839

0.837

0.973

OE + FI-NO + CENTER + RFE

0.919

0.851

0.815

0.823

0.976

OE + FI-NO + CENTER + RFE - sup1

0.924

0.855

0.833

0.835

0.975

OE + FI-BOTH + uni

0.894

0.854

0.653

0.712

0.951

OE + FI-BOTH + CENTER + uni

0.907

0.867

0.723

0.765

0.967

OE + FI-BOTH + CENTER + uni-sup1

0.897

0.849

0.674

0.719

0.953

OE + FI-YES + uni

0.898

0.846

0.704

0.734

0.958

OE + FI-YES + CENTER + uni

0.897

0.844

0.704

0.737

0.955

OE + FI-YES + CENTER + uni - sup1

0.911

0.866

0.75

0.778

0.972

OE + FI-NO + uni

0.907

0.866

0.737

0.776

0.966

OE + FI-NO + CENTER + uni

0.93

0.879

0.825

0.843

0.98

OE + FI-NO + CENTER + uni - sup1

0.895

0.827

0.701

0.732

0.961

OE + FI-BOTH + PCA-100

0.918

0.849

0.812

0.817

0.975

OE + FI-YES + PCA-100

0.920

0.859

0.812

0.823

0.977

OE + FI-NO + PCA-100

0.915

0.855

0.801

0.81

0.972

  1. Significant values are typed in italic
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Journal of Cheminformatics

ISSN: 1758-2946

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