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.

DatasetsTest_ACC (%)
Simple-ISVMKKT-ISVMCSV-ISVMGGKKT-ISVMCD-ISVMHDFC-ISVMHDFC-ISVM

Breast_cancer89.9193.7094.5093.9594.2091.1696.62
German89.2291.9793.1092.0093.2094.9999.13
Heart94.3298.6198.3498.5098.6599.1299.98
Image93.7095.3493.8395.4095.5697.5099.24
Mushroom90.6190.1590.1890.3090.2590.5399.14
Thyroid93.2293.8499.1695.2099.2098.7799.26
Titanic74.8580.6575.4576.2376.3076.3879.21
Splice87.2990.3490.1690.1890.2090.3390.31
Diabetes91.8991.4991.8191.5091.7591.9093.66
Credit85.1783.1583.1483.2084.4085.1685.17
Spambase76.977.2476.9977.3577.8777.1378.53
Waveform66.7664.8466.7766.7866.8566.7869.40
Mean86.1587.6187.7887.5588.2088.3190.80