Research Article
An ISVM Algorithm Based on High-Dimensional Distance and Forgetting Characteristics
Table 15
The test_ACC values comparison of all the algorithms for different datasets.
| Datasets | Test_ACC (%) | Simple-ISVM | KKT-ISVM | CSV-ISVM | GGKKT-ISVM | CD-ISVM | HDFC-ISVM | HDFC-ISVM |
| Breast_cancer | 89.91 | 93.70 | 94.50 | 93.95 | 94.20 | 91.16 | 96.62 | German | 89.22 | 91.97 | 93.10 | 92.00 | 93.20 | 94.99 | 99.13 | Heart | 94.32 | 98.61 | 98.34 | 98.50 | 98.65 | 99.12 | 99.98 | Image | 93.70 | 95.34 | 93.83 | 95.40 | 95.56 | 97.50 | 99.24 | Mushroom | 90.61 | 90.15 | 90.18 | 90.30 | 90.25 | 90.53 | 99.14 | Thyroid | 93.22 | 93.84 | 99.16 | 95.20 | 99.20 | 98.77 | 99.26 | Titanic | 74.85 | 80.65 | 75.45 | 76.23 | 76.30 | 76.38 | 79.21 | Splice | 87.29 | 90.34 | 90.16 | 90.18 | 90.20 | 90.33 | 90.31 | Diabetes | 91.89 | 91.49 | 91.81 | 91.50 | 91.75 | 91.90 | 93.66 | Credit | 85.17 | 83.15 | 83.14 | 83.20 | 84.40 | 85.16 | 85.17 | Spambase | 76.9 | 77.24 | 76.99 | 77.35 | 77.87 | 77.13 | 78.53 | Waveform | 66.76 | 64.84 | 66.77 | 66.78 | 66.85 | 66.78 | 69.40 | Mean | 86.15 | 87.61 | 87.78 | 87.55 | 88.20 | 88.31 | 90.80 |
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