An Improved Fuzzy Based Missing Value Estimation in DNA Microarray Validated by Gene Ranking

Table 15

Performance comparison for DLBCL-FL.

Dataset name	DLBCL-FL
Number of genes	Number of samples	Number of samples in Cancer dataset	Number of samples in normal dataset	Number of samples in training dataset	Number of samples in testing dataset	SVM kernel used	Number of folds for LOOCV
7070	77	58	19	62 (47 DLBCL, 15 FL)	15 (11 DLBCL, 4 FL)	Linear	31
Algorithm		% accuracy		Sensitivity/recall	Specificity	1-score	-mean
Proposed approach		100 (with top 5, 10, 15, and 20 genes)		1	1	1	1
PSO based graph theoretic approach		94		0.95	0.94	0.89	0.94
DWFS using KNN classifier		91		0.97	0.85	0.94	0.9
DWFS using NBC classifier		96		1	0.9	0.98	0.94