Research Article

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

Table 6

Running time in seconds.

DatasetPCA-GA-HKSVMRBFLinearPolynomial

Respiratory diseases61.4562.18231.272.378
Nephritis13.6160.5450.6750.598
Bladder inflammation3.4800.5330.5320.512
Breast cancer62.7370.8002.2336.557
Chronic kidney disease58.2280.7082.6713.903
Lymphography5.5630.3580.9990.472
Heart disease47.7590.7983.0500.648