Research Article
An Efficient PCA-GA-HKSVM-Based Disease Diagnostic Assistant
Table 1
Results of hyperparameter optimization.
| | Dataset | Crossvalidation accuracy | | | | |
| | Respiratory diseases | 96.31% | 0.2208 | 0.3938 | 0.3855 | 0.2275 | | Nephritis | 100% | 0.3950 | 0.4253 | 0.1797 | 0.1615 | | Acute bladder inflammation | 98.97% | 0.4117 | 0.4579 | 0.1304 | 0.7639 | | Breast cancer | 94.94% | 1 | 0 | 0 | 1 | | Chronic kidney disease | 95.94% | 1 | 0 | 0 | 1 | | Lymphography | 86.44% | 0.8635 | 0.1365 | 1.3878e-17 | 0.4877 | | Heart disease | 80.97% | 0.949 | 0.0075 | 0.0075 | 1.00 |
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