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Journal of Big Data

Table 17 The proposed RBNRO-DE scores with k-NN and its peers in terms of mean F1-score values

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

Benchmark

RBNRO-DE

BSSA

BABC

BPSO

BBA

BGWO

BWOA

BGOA

BSFO

BHHO

BBSA

BASO

BHGSO

BLCA

1.0000

1.0000

1.0000

1.0000

0.9998

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

CESC

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

0.9919

CHOL

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

COAD

1.0000

1.0000

1.0000

1.0000

0.9994

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

ESCA

1.0000

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

0.9867

GBM

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

HNSC

0.9964

0.9797

0.9797

0.9797

0.9794

0.9797

0.9797

0.9797

0.9797

0.9797

0.9797

0.9798

0.9797

KICH

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

KIRC

0.9990

0.9952

0.9952

0.9952

0.9948

0.9952

0.9952

0.9952

0.9952

0.9952

0.9952

0.9950

0.9952

KIRP

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

LIHC

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

LUAD

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

0.9950

LUSC

1.0000

1.0000

1.0000

1.0000

0.9969

1.0000

0.9998

1.0000

1.0000

0.9997

1.0000

0.9963

0.9960

PAAD

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

PCPG

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

READ

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

SARC

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

0.9905

SKCM

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

STAD

1.0000

0.9753

0.9753

0.9753

0.9724

0.9753

0.9753

0.9753

0.9753

0.9753

0.9753

0.9718

0.9736

THCA

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

THYM

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

UCEC

1.0000

1.0000

1.0000

1.0000

0.9964

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

0.9964

0.9996

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

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

0|18|4

0|18|4

0|18|4

0|14|8

0|18|4

0|17|5

0|18|4

0|18|4

0|17|5

0|18|4

0|16|6

0|16|6

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