From: Data feature selection based on Artificial Bee Colony algorithm
Data set | Original number | Selected number | Full set of feature | Average | Normalization |
---|---|---|---|---|---|
of features | of features | average accuracy (%) | accuracy (%) | ||
Image Segmentation | 19 | 12 | 65.37 | 91.13 | None |
Auto | 25 | 9 | 32.68 | 82.93 | None |
Breast Cancer | 9 | 4 | 73.08 | 75.87 | z-score |
Diabetes | 8 | 1 | 65.10 | 71.48 | None |
Glass | 9 | 6 | 68.69 | 71.50 | None |
Heart-C | 13 | 7 | 54.79 | 83.17 | None |
Heart-Statlog | 13 | 3 | 55.96 | 84.81 | None |
Hepatic | 19 | 9 | 79.35 | 87.10 | None |
Iris | 4 | 3 | 96.66 | 97.33 | None |
Labor | 16 | 8 | 89.47 | 98.26 | z-score |