Research Article

An Efficient PCA-GA-HKSVM-Based Disease Diagnostic Assistant

Table 1

Results of hyperparameter optimization.

DatasetCrossvalidation accuracy

Respiratory diseases96.31%0.22080.39380.38550.2275
Nephritis100%0.39500.42530.17970.1615
Acute bladder inflammation98.97%0.41170.45790.13040.7639
Breast cancer94.94%1001
Chronic kidney disease95.94%1001
Lymphography86.44%0.86350.13651.3878e-170.4877
Heart disease80.97%0.9490.00750.00751.00