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Table 3 Comparison between the proposed method and the advanced method

From: A novel biomarker selection method combining graph neural network and gene relationships applied to microarray data

Datasets

Papers

Year

Features

Acc

DLBCL

Agarwalla et al. [32]

2018

15

0.900

DLBCL

Medjahed et al. [33]

2017

15

0.894

DLBCL

Wang et al. [34]

2017

15

0.809

DLBCL

Apolloni et al. [35]

2016

15

0.929

DLBCL

Wang et al. [36]

2015

15

0.936

DLBCL

Maulik et al. [37]

2013

15

0.918

DLBCL

Yu et al. [31]

2021

15

0.946

DLBCL

Ours

2022

1

0.975

Leukemia

Lu et al. [38]

2019

9

0.952

Leukemia

Sun et al. [39]

2018

3

0.927

Leukemia

Wang et al. [34]

2017

8.3

0.961

Leukemia

Tumuluru et al. [40]

2017

/

0.946

Leukemia

Ours

2022

2

0.971

Prostate

Samson et al. [41]

2021

3

0.830

Prostate

Khani et al. [42]

2020

5

0.922

Prostate

Musheer et al. [43]

2019

4

0.763

Prostate

Theera et al. [44]

2018

5

0.874

Prostate

Paredes et al. [45]

2017

24.32

0.928

Prostate

Gunavathi et al. [46]

2014

10

0.927

Prostate

Ours

2022

5

0.931