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Journal of Big Data

Table 30 Mean classification accuracy 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

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

CESC

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

CHOL

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

COAD

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

ESCA

Mean

0.9915

0.9752

0.9795

0.9752

0.9769

STD

0.0121

0.0046

0.0103

0.0046

0.0077

GBM

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

HNSC

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

KICH

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

KIRC

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

KIRP

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

LIHC

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

LUAD

Mean

0.9922

0.9913

0.9913

0.9913

0.9913

STD

0.0026

0.0000

0.0000

0.0000

0.0000

LUSC

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

PAAD

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

PCPG

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

READ

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

SARC

Mean

0.9975

0.9811

0.9962

0.9843

0.9855

STD

0.0075

0.0000

0.0064

0.0070

0.0080

SKCM

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

STAD

Mean

0.9900

0.9889

0.9889

0.9889

0.9889

STD

0.0033

0.0000

0.0000

0.0000

0.0000

THCA

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

THYM

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

UCEC

Mean

1.0000

1.0000

1.0000

1.0000

1.0000

STD

0.0000

0.0000

0.0000

0.0000

0.0000

Ranking

\(\text {W|T|L}\)

\(\mathbf {4|18|0}\)

0|18|4

0|18|4

0|18|4

0|18|4

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