Table 8 Performance results of set operations on the three intersection sets of point-biserial and RFE.

From: Machine learning-based models for screening of anemia and leukemia using features of complete blood count reports

Selected sets of features

Set operation

Metrics

Models

DT

RF

GBM

Intersection sets of point-biserial with RFE (DT),

RFE (RF), and

RFE (GBM)

Intersection

n

7

Accuracy

0.88

0.89

0.90

Recall

0.73

0.75

0.77

Miss-rate

0.26

0.25

0.23

Union

n

12

Accuracy

0.87

0.88

0.88

Recall

0.75

0.70

0.73

Miss-rate

0.24

0.30

0.27