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 32 The number of extracted features by the proposed RBNRO-DE and various recent algorithms for training the 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	Features number	125	208	189	193	193
BLCA	STD	006.5286	014.0640	007.9983	008.0170	006.6821
CESC	Features number	125	208	189	193	193
CESC	STD	006.5072	014.0640	007.6887	007.9956	008.0890
CHOL	Features number	125	208	189	193	192
CHOL	STD	006.5072	014.0640	007.6887	007.9956	010.8417
COAD	Features number	125	208	189	193	192
COAD	STD	006.5072	014.0640	007.6887	007.9956	007.4521
ESCA	Features number	140	208	196	194	193
ESCA	STD	025.9610	013.8923	016.6035	008.1260	017.7150
GBM	Features number	124	208	188	193	192
GBM	STD	006.9048	013.6888	007.3182	007.9822	007.9989
HNSC	Features number	125	206	190	194	192
HNSC	STD	005.3109	015.9243	006.5255	008.1131	008.2482
KICH	Features number	125	208	189	193	189
KICH	STD	006.5072	014.0640	007.6887	007.9956	008.1326
KIRC	Features number	127	205	192	193	192
KIRC	STD	006.4339	014.0017	006.0144	008.7689	007.8977
KIRP	Features number	125	208	189	193	189
KIRP	STD	006.5072	014.0640	007.6887	007.9956	008.6346
LIHC	Features number	130	231	201	201	202
LIHC	STD	007.2622	013.0229	006.2286	011.3090	011.3774
LUAD	Features number	127	208	189	193	189
LUAD	STD	008.4892	014.0640	007.3964	009.0367	008.2643
LUSC	Features number	125	208	189	193	192
LUSC	STD	006.5072	014.0640	007.6887	007.9956	009.5594
PAAD	Features number	125	208	189	193	190
PAAD	STD	006.5072	014.0640	007.6887	007.9956	009.7116
PCPG	Features number	125	208	189	193	189
PCPG	STD	006.5072	014.0640	007.6887	007.9956	009.0618
READ	Features number	125	208	189	193	190
READ	STD	006.5072	014.0640	007.6887	007.9956	007.7618
SARC	Features number	146	208	216	201	197
SARC	STD	015.8213	014.2892	016.4592	021.0692	017.7620
SKCM	Features number	125	208	189	193	190
SKCM	STD	006.5072	014.0640	007.6887	007.9956	009.0873
STAD	Features number	129	208	190	193	187
STAD	STD	010.9780	013.4048	006.9580	009.5803	009.4139
THCA	Features number	126	208	189	193	190
THCA	STD	006.0646	014.0640	007.6887	007.9956	008.5437
THYM	Features number	125	208	189	193	190
THYM	STD	006.5072	014.0640	007.6887	007.9956	009.1520
UCEC	Features number	127	209	194	193	188
UCEC	STD	005.9258	011.5318	007.4748	007.7749	008.0639
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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