Research Article
An Algorithm for Discretization of Real Value Attributes Based on Interval Similarity
Table 4
Comparison of SVM (1-V-1) performance on 9 UCI real datasets.
| Datasets | EXT | SIM | Boolean | acc (%) | svs | acc (%) | svs | Acc (%) | svs |
| Iris | 93.3 | 36 | 93.3 | 26 | 90.0 | 27 | Glass | 67.4 | 120 | 67.4 | 149 | 67.1 | 146 | Breast | 98.5 | 50 | 97.8 | 129 | 95.6 | 79 | Wine | 97.2 | 37 | 100.0 | 72 | 97.2 | 103 | Auto | 69.6 | 148 | 84.8 | 138 | 67.1 | 173 | Bupa | 68.1 | 180 | 72.5 | 167 | 62.3 | 197 | Machine | 69.0 | 101 | 73.8 | 70 | 64.3 | 130 | Pima | 74.7 | 339 | 70.8 | 357 | 74.0 | 370 | Ionosphere | 97.2 | 178 | 98.6 | 221 | 93.0 | 272 |
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