Table 2 Statistical analysis for ABC and ABC-PSO FE techniques.
Statistical parameters | Microarray gene dataset | PIMA dataset | ||||||
---|---|---|---|---|---|---|---|---|
ABC | ABC-PSO | ABC | ABC-PSO | |||||
Diab-Pa | Non-Diab Pa | Diab Pa | Non-Diab Pa | Diab-Pa | Non-Diab Pa | Diab Pa | Non-Diab Pa | |
Mean | 0.8224 | 0.1100 | 1.0536 | 0.6811 | 0.8295 | 0.1101 | 0.9536 | 0.1584 |
Variance | 8.56 × 10− 5 | 0.0001 | 0.1262 | 0.1516 | 3.3 × 10− 6 | 2.8 × 10− 6 | 0.0068 | 0.0129 |
Skewness | 0.8291 | 0.5982 | 0.3469 | 0.3782 | − 0.1106 | − 0.013 | 0.0095 | 1.0509 |
Kurtosis | 141.406 | 121.6949 | 0.4598 | 0.3309 | 5.5313 | 8.0587 | 0.8741 | 2.1452 |
Pearson correlation coefficient | − 0.006 | 0.0006 | 0.0161 | 0.0039 | − 0.022 | 0.0138 | − 0.031 | 0.0177 |
Sample entropy | 11.486 | 11.4866 | 11.4868 | 11.4868 | 5.4085 | 4.8492 | 8.0715 | 8.9687 |
Kolmogorov complexity36 | 11.486 | 11.4828 | 11.4862 | 11.4861 | 3.3306 | 2.9359 | 8.072 | 8.9682 |
Hijroth parameters–complexity mobility37 | 1.5029 0.0218 | 1.7137 0.1133 | 1.7093 0.2790 | 1.5901 0.6632 | 1.4819 0.8648 | 1.67 0.3165 | 1.6063 0.1163 | 1.4854 0.8699 |
Higuchi fractal dimension38 | 1.9993 | 2.0007 | 2.0006 | 2.0093 | 1.9811 | 1.9979 | 2.0081 | 1.9982 |
CCA | 0.0721 | 0.1084 | 0.1256 | 0.1597 |