Classification Technique

Class: Ever been tested for HIV

Precision

Recall

ROC

Accuracy (%)

Decision tree (J48)

No

0.824

0.807

0.863

78.82%

Yes

0.742

0.807

0.863

Decision tree (Random tree)

No

0.946

0.987

0.997

96.03%

Yes

0.982

0.923

0.997

Naïve Bayes

No

0.755

0.758

0.804

71.74%

Yes

0.665

0.662

0.804

Logistic

No

0.794

0.743

0.832

73.97%

Yes

0.676

0.736

0.832

Neural network

No

0.782

0.848

0.871

77.54%

Yes

0.764

0.676

0.871