Random Subspace Aggregation for Cancer Prediction with Gene Expression Profiles

Table 4

Testing error comparison of RS_SVM and peer methods (%).

	RS_SVM	Single SVM	KNN	CART	AdaBoost	Bagging
Breast Cancer	5.30	15.79	47.37	31.58	10.53	31.58
Leukemia	5.89	26.47	2.94	8.82	41.18	8.82
Lung Cancer	1.34	9.40	2.68	9.40	51.01	9.40
Prostate	0	73.53	73.53	73.53	73.53	14.71
Colon Tumor	14.52	14.52	16.13	22.58	19.35	11.29
CNS	33.33	31.67	35.00	36.67	41.67	45.00
Ovarian	1.19	1.58	4.35	3.16	6.72	1.98
DLBCL	4.26	10.64	14.89	29.79	19.15	23.40