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Table 6 Results of the A-Test: The values of Γζ^ and the minimum value of Γζ

From: CNFE-SE: a novel approach combining complex network-based feature engineering and stacked ensemble to predict the success of intrauterine insemination and ranking the features

Feature set

Classifier

Γζ^

Minimum of Γζ

All 296 features

RF

26.1

12.8

 

DT

24.6

14.1

 

NB

24.9

12.6

 

ANN

25.5

14.5

 

SVM

24.7

20.7

 

XGboost

24.3

15.4

 

LGBM

24.6

14.2

 

Adaboost

25.8

12.7

 

CNFE-SE without FE

16.9

11.7

 

CNFE-SE with FE

11.3

6.8

Only most important features

RF

24.7

13.5

 

DT

24.3

14.9

 

NB

23.6

16.1

 

ANN

24.6

15.8

 

SVM

23.7

16.4

 

XGboost

23.1

15.9

 

LGBM

22.3

13.7

 

Adaboost

21.5

13.6

 

CNFE-SE without FE

16.1

11.3

 

CNFE-SE with FE

10.9

6.2