Research Article
A Support Vector Classifier Based on Vague Similarity Measure
Table 2
Accuracy (%) and time (s) comparison of different methods.
| Dataset | Sigmoid | Fuzzy sigmoid | Vague sigmoid | Accuracy (%) | Time (s) | Accuracy (%) | Time (s) | Accuracy (%) | Time (s) |
| Ionosphere | 94.8 | 22.30 | 93.4 | 20.52 | 94.3 | 21.83 | Sonar | 88.2 | 31.85 | 88.1 | 24.87 | 87.9 | 28.32 | Pima-diabetes | 70.9 | 17.56 | 72.8 | 12.38 | 73.5 | 14.54 | Wdbc | 97.3 | 21.12 | 97.9 | 18.04 | 97.9 | 19.28 | Iris | 97.4 | 4.35 | 93.8 | 3.87 | 96.1 | 4.21 | Vehicle | 71.2 | 36.74 | 65.3 | 23.47 | 70.8 | 30.42 |
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