Research Article
Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction
Table 8
Mean computation times (seconds per 100 instances).
| Dataset | Inc-GEP1 | Inc-GEP2 | Inc-GEP3 | Speed-up1 | Speed-up2 |
| Airlines | 1.07 | 0.39 | 0.16 | 2.7 | 6.7 | Banknote auth. | 6.63 | 4.30 | 1.09 | 1.5 | 6.1 | Bank M. | 0.75 | 0.39 | 0.20 | 1.9 | 3.8 | Breast | 26.24 | 11.03 | 1.14 | 2.4 | 23.0 | Chess | 5.37 | 3.58 | 2.39 | 1.5 | 2.3 | Diabetes | 4.56 | 3.65 | 2.86 | 1.3 | 1.6 | Electricity | 7.27 | 2.53 | 0.50 | 2.9 | 14.5 | Heart | 18.81 | 10.56 | 5.61 | 1.8 | 3.4 | Image | 14.43 | 2.92 | 0.91 | 4.9 | 15.8 | Internet Ad | 13.08 | 5.58 | 2.10 | 2.3 | 6.2 | Ionosphere | 10.54 | 7.69 | 3.70 | 1.4 | 2.8 | Luxemburg | 0.79 | 0.26 | 0.16 | 3.0 | 5.0 | Sea | 0.76 | 0.34 | 0.18 | 2.3 | 4.3 | Usenet2 | 17.80 | 8.07 | 3.13 | 2.2 | 5.7 |
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