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 31 Mean fitness values of the proposed RBNRO-DE with various recent algorithms based on SVM

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	0.0025	0.0042	0.0038	0.0039	0.0039
BLCA	STD	0.0001	0.0003	0.0002	0.0002	0.0001
CESC	Mean	0.0025	0.0042	0.0038	0.0039	0.0039
CESC	STD	0.0001	0.0003	0.0002	0.0002	0.0002
CHOL	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
CHOL	STD	0.0001	0.0003	0.0002	0.0002	0.0002
COAD	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
COAD	STD	0.0001	0.0003	0.0002	0.0002	0.0001
ESCA	Mean	0.0113	0.0287	0.0242	0.0284	0.0267
ESCA	STD	0.0118	0.0046	0.0099	0.0046	0.0074
GBM	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
GBM	STD	0.0001	0.0003	0.0001	0.0002	0.0002
HNSC	Mean	0.0025	0.0041	0.0038	0.0039	0.0038
HNSC	STD	0.0001	0.0003	0.0001	0.0002	0.0002
KICH	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
KICH	STD	0.0001	0.0003	0.0002	0.0002	0.0002
KIRC	Mean	0.0025	0.0041	0.0038	0.0039	0.0038
KIRC	STD	0.0001	0.0003	0.0001	0.0002	0.0002
KIRP	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
KIRP	STD	0.0001	0.0003	0.0002	0.0002	0.0002
LIHC	Mean	0.0026	0.0046	0.0040	0.0040	0.0040
LIHC	STD	0.0001	0.0003	0.0001	0.0002	0.0002
LUAD	Mean	0.0103	0.0128	0.0124	0.0125	0.0124
LUAD	STD	0.0025	0.0003	0.0001	0.0002	0.0002
LUSC	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
LUSC	STD	0.0001	0.0003	0.0002	0.0002	0.0002
PAAD	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
PAAD	STD	0.0001	0.0003	0.0002	0.0002	0.0002
PCPG	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
PCPG	STD	0.0001	0.0003	0.0002	0.0002	0.0002
READ	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
READ	STD	0.0001	0.0003	0.0002	0.0002	0.0002
SARC	Mean	0.0067	0.0228	0.0068	0.0196	0.0183
SARC	STD	0.0073	0.0003	0.0062	0.0066	0.0077
SKCM	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
SKCM	STD	0.0001	0.0003	0.0002	0.0002	0.0002
STAD	Mean	0.0125	0.0152	0.0148	0.0149	0.0147
STAD	STD	0.0031	0.0003	0.0001	0.0002	0.0002
THCA	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
THCA	STD	0.0001	0.0003	0.0002	0.0002	0.0002
THYM	Mean	0.0025	0.0042	0.0038	0.0039	0.0038
THYM	STD	0.0001	0.0003	0.0002	0.0002	0.0002
UCEC	Mean	0.0025	0.0042	0.0039	0.0039	0.0038
UCEC	STD	0.0001	0.0002	0.0001	0.0002	0.0002
Ranking	\(\text {W\|T\|L}\)	\(\mathbf {22\|0\|0}\)	0\|0\|22	0\|0\|22	0\|0\|22	0\|0\|22

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