Table 6 MSE for two FE techniques with different dataset in HS FS.

From: Generalizability of machine learning models for diabetes detection a study with nordic islet transplant and PIMA datasets

Classifiers

Microarray gene data

PIMA dataset

ABC

ABC-PSO

ABC

ABC-PSO

Training MSE

Testing MSE

Training MSE

Testing MSE

Training MSE

Testing MSE

Training MSE

Testing MSE

NLR

9.1 × 10− 6

5.76 × 10− 6

6.76 × 10− 6

5.29 × 10− 6

9.6 × 10− 6

4.9 × 10− 7

2.56 × 10− 6

1.69 × 10− 6

LR

7.29 × 10− 6

7.84 × 10− 6

7.84 × 10− 6

7.84 × 10− 6

6.76 × 10− 6

1.69 × 10− 6

3.24 × 10− 6

3.24 × 10− 6

GMM

4.41 × 10− 6

6.76 × 10− 6

4 × 10− 6

6.76 × 10− 6

4.84 × 10− 6

1.44 × 10− 6

2.25 × 10− 6

2.56 × 10− 6

EM

6.25 × 10− 6

7.29 × 10− 6

6.76 × 10− 6

7.29 × 10− 6

4.41 × 10− 6

1.44 × 10− 6

2.56 × 10− 6

2.89 × 10− 6

BLDA

6.76 × 10− 6

4.84 × 10− 6

6.25 × 10− 6

4.84 × 10− 6

5.29 × 10− 6

6.4 × 10− 7

1.96 × 10− 6

1.44 × 10− 6

SDC

9 × 10− 6

4.84 × 10− 6

4.84 × 10− 6

9 × 10− 6

6.76 × 10− 6

1.44 × 10− 7

1.44 × 10− 6

3.61 × 10− 6

SVM (RBF)

2.25 × 10− 6

3.24 × 10− 6

6.4 × 10− 7

1.44 × 10− 6

1 × 10− 7

4.9 × 10− 7

3.6 × 10− 7

1 × 10− 7

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