Research Article
Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction
Table 3
Computational experiment results (mean accuracy and standard deviation, %).
| Dataset name | Inc-GEP1 | Inc-GEP2 | Inc-GEP3 | Accuracy | +/- | Accuracy | +/- | Accuracy | +/- |
| Airlines | 62.56 | 2.339 | 63.79 | 2.029 | 61.24 | 3.108 | Banknote auth | 93.07 | 1.436 | 93.01 | 1.356 | 93.41 | 1.199 | Bank M | 93.31 | 1.867 | 88.79 | 0.461 | 89.98 | 0.985 | Breast cancer | 82.13 | 0.720 | 74.38 | 0.654 | 76.37 | 0.536 | Chess | 85.94 | 1.676 | 84.16 | 0.897 | 77.34 | 0.549 | Diabetes | 85.01 | 0.932 | 62.13 | 0.245 | 65.33 | 0.453 | Electricity | 88.13 | 3.247 | 95.39 | 1.298 | 92.67 | 1.541 | Heart | 83.91 | 1.127 | 78.95 | 1.457 | 77.33 | 0.914 | Image | 86.6 | 2.358 | 79.04 | 1.298 | 75.58 | 1.598 | Internet Adv. | 91.47 | 0.793 | 95.67 | 0.033 | 94.92 | 0.055 | Ionosphere | 92.9 | 1.002 | 89.61 | 0.972 | 87.06 | 0.839 | Luxemburg | 100.00 | 0.000 | 100.00 | 0.000 | 100.00 | 0.000 | Sea | 81.12 | 1.393 | 83.28 | 0.356 | 84.56 | 0.541 | Usenet2 | 78.15 | 2.362 | 74.24 | 1.885 | 69.78 | 1.177 |
|
|