Table 2.
Classification a | GA-LDA | FS-LDA | SFS-LDA | ||||||
---|---|---|---|---|---|---|---|---|---|
Sub-Training | Test | Validation | Sub-Training | Test | Validation | Sub-Training | Test | Validation | |
NDTotal b | 2707 | 1160 | 1656 | 2707 | 1160 | 1656 | 2707 | 1160 | 1656 |
NDactive b | 1027 | 459 | 620 | 1027 | 459 | 620 | 1027 | 459 | 620 |
CCDactive c | 916 | 413 | 553 | 901 | 399 | 541 | 905 | 409 | 546 |
Sensitivity (%) | 89.2 | 90.0 | 88.6 | 87.4 | 88.6 | 88.5 | 88.2 | 89.9 | 88.7 |
NDinactive b | 1680 | 701 | 1036 | 1680 | 701 | 1036 | 1680 | 1680 | 1036 |
CCDinactive c | 1472 | 626 | 918 | 1468 | 621 | 917 | 1481 | 630 | 919 |
Specificity (%) | 87.6 | 89.3 | 89.2 | 87.7 | 86.9 | 87.3 | 88.1 | 89.1 | 88.1 |
F-measure | 0.852 | 0.872 | 0.857 | 0.842 | 0.851 | 0.845 | 0.849 | 0.871 | 0.851 |
Accuracy (%) | 88.2 | 89.6 | 88.8 | 87.5 | 87.9 | 88.0 | 88.1 | 89.6 | 88.5 |
MCC d | 0.756 | 0.785 | 0.767 | 0.741 | 0.75 | 0.749 | 0.753 | 0.784 | 0.758 |
a LDA classification statistical parameters. b ND: Number of datapoints. c Correctly classified datapoints. d Matthews correlation coefficient.