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 29 The number of extracted features by the proposed RBNRO-DE and various recent algorithms for training the 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	Features number	147	206	223	200	204
BLCA	STD	012.2759	015.0320	015.4840	019.2569	021.9808
CESC	Features number	125	208	189	193	192
CESC	STD	006.5072	014.0640	007.6887	008.9966	005.9963
CHOL	Features number	125	208	189	193	189
CHOL	STD	006.5072	014.0640	007.6887	007.9956	007.9905
COAD	Features number	125	208	189	193	191
COAD	STD	006.5072	014.0640	007.6887	007.9956	007.6408
ESCA	Features number	125	208	189	194	190
ESCA	STD	006.5072	014.0640	007.6887	008.2476	008.2742
GBM	Features number	125	208	190	193	194
GBM	STD	006.5201	013.6888	005.8161	007.9956	007.9244
HNSC	Features number	139	216	202	199	202
HNSC	STD	014.6040	015.6185	008.7405	011.5670	008.7092
KICH	Features number	125	208	189	193	191
KICH	STD	006.5072	014.0640	007.6887	007.9956	008.7204
KIRC	Features number	153	204	212	198	192
KIRC	STD	027.5450	011.1497	016.6688	014.8582	016.8513
KIRP	Features number	125	208	189	193	192
KIRP	STD	006.5072	014.0640	007.6887	007.9956	009.1633
LIHC	Features number	125	206	192	193	191
LIHC	STD	007.9387	013.7602	006.5599	008.3483	011.0355
LUAD	Features number	130	202	195	195	193
LUAD	STD	008.1948	012.7743	005.6474	009.5550	010.0203
LUSC	Features number	131	202	196	196	195
LUSC	STD	007.3182	014.0493	004.9912	009.9052	008.9886
PAAD	Features number	125	208	189	193	191
PAAD	STD	006.5072	014.0640	007.6887	007.9956	007.4303
PCPG	Features number	125	208	189	193	192
PCPG	STD	006.5072	014.0640	007.6887	007.9956	009.6669
READ	Features number	125	208	189	193	190
READ	STD	006.5072	014.0640	007.6887	007.9956	008.8018
SARC	Features number	125	208	189	193	188
SARC	STD	006.5072	014.0640	007.6887	008.1132	010.0555
SKCM	Features number	125	208	189	193	193
SKCM	STD	006.5072	014.0640	007.6887	007.9956	009.5313
STAD	Features number	144	203	217	211	210
STAD	STD	013.0348	018.8214	011.6924	023.9357	022.4698
THCA	Features number	125	208	189	193	191
THCA	STD	006.8977	013.9975	008.1367	007.9956	007.5925
THYM	Features number	125	208	189	193	191
THYM	STD	006.5072	014.0640	007.6887	007.9956	009.0934
UCEC	Features number	151	232	226	211	216
UCEC	STD	016.5202	026.7279	014.6514	017.8582	024.8912
Ranking	\(\text {W\|T\|L}\)	\(\mathbf {22\|0\|0}\)	0\|0\|22	0\|0\|22	0\|0\|22	0\|0\|22

Back to article page