Table 7 MSE for two FE techniques with different dataset in DFA 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

6.25 × 10− 6

2.56 × 10− 6

6.55 × 10− 6

2.46 × 10− 6

2.25 × 10− 6

1.25 × 10− 6

3.67 × 10− 6

1 × 10− 6

LR

4.84 × 10− 6

1.96 × 10− 6

1.22 × 10− 5

2.77 × 10− 6

6.25 × 10− 6

3.44 × 10− 6

7.11 × 10− 6

6.4 × 10− 7

GMM

1.44 × 10− 6

1.44 × 10− 6

3.61 × 10− 6

1.24 × 10− 6

3.61 × 10− 6

2.21 × 10− 6

1.69 × 10− 6

2.5 × 10− 7

EM

2.56 × 10− 6

1.96 × 10− 6

2.56 × 10− 6

2.89 × 10− 6

2.89 × 10− 6

1.69 × 10− 6

1.96 × 10− 6

4.9 × 10− 7

BLDA

4 × 10− 6

2.25 × 10− 6

5.76 × 10− 6

3.24 × 10− 6

3.24 × 10− 6

1.94 × 10− 6

1.96 × 10− 6

6.4 × 10− 7

SDC

3.48 × 10− 6

2.89 × 10− 6

1.24 × 10− 6

3.79 × 10− 6

4 × 10− 6

2.5 × 10− 6

6.4 × 10− 7

4.9 × 10− 7

SVM (RBF)

1.25 × 10− 6

3.22 × 10− 6

4.9 × 10− 7

3.5 × 10− 6

4.9 × 10− 7

3.7 × 10− 7

1.6 × 10− 7

3.34 × 10− 7

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