Gene selection via improved nuclear reaction optimization algorithm for cancer classification in high-dimensional data

El-Mageed, Amr A. Abd; Elkhouli, Ahmed E.; Abohany, Amr A.; Gafar, Mona

doi:10.1186/s40537-024-00902-z

Journal of Big Data

Table 27 Mean classification accuracy values of the proposed RBNRO-DE with various recent algorithms based on k-NN

From: Gene selection via improved nuclear reaction optimization algorithm for cancer classification in high-dimensional data

Benchmark	Metric	RBNRO-DE	BMOA	BBBO	BAO	BAVO
BLCA	Mean	1.0000	0.9891	0.9996	0.9915	0.9926
BLCA	STD	0.0000	0.0029	0.0021	0.0051	0.0056
CESC	Mean	0.9839	0.9839	0.9839	0.9839	0.9839
CESC	STD	0.0000	0.0000	0.0000	0.0000	0.0000
CHOL	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
CHOL	STD	0.0000	0.0000	0.0000	0.0000	0.0000
COAD	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
COAD	STD	0.0000	0.0000	0.0000	0.0000	0.0000
ESCA	Mean	0.9744	0.9744	0.9744	0.9744	0.9744
ESCA	STD	0.0000	0.0000	0.0000	0.0000	0.0000
GBM	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
GBM	STD	0.0000	0.0000	0.0000	0.0000	0.0000
HNSC	Mean	0.9938	0.9912	0.9914	0.9912	0.9912
HNSC	STD	0.0041	0.0000	0.0016	0.0000	0.0000
KICH	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
KICH	STD	0.0000	0.0000	0.0000	0.0000	0.0000
KIRC	Mean	0.9983	0.9917	0.9972	0.9923	0.9928
KIRC	STD	0.0033	0.0000	0.0039	0.0021	0.0028
KIRP	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
KIRP	STD	0.0000	0.0000	0.0000	0.0000	0.0000
LIHC	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
LIHC	STD	0.0000	0.0000	0.0000	0.0000	0.0000
LUAD	Mean	0.9913	0.9913	0.9913	0.9913	0.9913
LUAD	STD	0.0000	0.0000	0.0000	0.0000	0.0000
LUSC	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
LUSC	STD	0.0000	0.0000	0.0000	0.0000	0.0000
PAAD	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
PAAD	STD	0.0000	0.0000	0.0000	0.0000	0.0000
PCPG	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
PCPG	STD	0.0000	0.0000	0.0000	0.0000	0.0000
READ	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
READ	STD	0.0000	0.0000	0.0000	0.0000	0.0000
SARC	Mean	0.9811	0.9811	0.9811	0.9811	0.9811
SARC	STD	0.0000	0.0000	0.0000	0.0000	0.0000
SKCM	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
SKCM	STD	0.0000	0.0000	0.0000	0.0000	0.0000
STAD	Mean	1.0000	0.9900	1.0000	0.9937	0.9956
STAD	STD	0.0000	0.0033	0.0000	0.0055	0.0054
THCA	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
THCA	STD	0.0000	0.0000	0.0000	0.0000	0.0000
THYM	Mean	1.0000	1.0000	1.0000	1.0000	1.0000
THYM	STD	0.0000	0.0000	0.0000	0.0000	0.0000
UCEC	Mean	0.9992	0.9675	0.9942	0.9858	0.9817
UCEC	STD	0.0045	0.0115	0.0106	0.0124	0.0111
Ranking	\(\text {W\|T\|L}\)	\(\mathbf {4\|18\|0}\)	0\|17\|5	0\|18\|4	0\|17\|5	0\|17\|5

Back to article page