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

Table 5

Classification accuracy of our method with other methods from literature (under LOOCV).

(Authors, year)	Method	Leukemia		Colon
		Acc (%)	S. G.	Acc (%)	S. G.
(Mohamad et al., 2007) [25]	IG + NewGASVM	94.71	20.00	N. C.	N. C.
(El Akadi et al., 2011) [17]	mRMR-GA	100	15.00	85.48	15.00
(Abdi et al., 2012) [18]	mRMR-PSO-WSVM	100	3.8	93.55	6.2

^*S. G. and N. C. denote selected genes and not considered, respectively.