A Novel Weighted Support Vector Machine Based on Particle Swarm Optimization for Gene Selection and Tumor Classification

Table 3

The values of the statistical parameters of the classifiers.

Methods/datasets	Leukemia		Colon
	Acc (%)	Selected genes	Acc (%)	Selected genes
SVM	90.28	7129	83.87	2000
mRMR-SVM	97.22	50	83.87	50
PSO-SVM^1	94.44	22.5	85.48	20.1
PSO-SVM^2	93.06	7129	87.01	2000
mRMR-PSO-SVM	100	17.7	90.32	10.3
mRMR-PSO-WSVM	100	3.8	93.55	6.2