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Table 5 Classification results on benchmark datasets (± variance)

From: Correntropy induced loss based sparse robust graph regularized extreme learning machine for cancer classification

Datasets

Evaluations

Iris (L = 100)

COIL20 (L = 500)

USPST (L = 500)

g50c (L = 1000)

RNA-seq (L = 200)

RELM

Acc

0.9511 ± 0.0021

0.9763 ± 0.0001

0.9229 ± 0.0000

0.9001 ± 0.0004

0.9275 ± 0.0021

Pre

0.9546 ± 0.0015

0.9753 ± 0.0004

0.9175 ± 0.0000

0.8937 ± 0.0014

0.9165 ± 0.0029

Recall

0.9495 ± 0.0021

0.9752 ± 0.0005

0.9140 ± 0.0000

0.9202 ± 0.0033

0.9279 ± 0.0012

F-mea

0.9459 ± 0.0025

0.9742 ± 0.0005

0.9150 ± 0.0000

0.9146 ± 0.0002

0.9205 ± 0.0020

L21-RFELM

Acc

0.9622 ± 0.0006

0.9815 ± 0.0000

0.9337 ± 0.0002

0.8210 ± 0.0010

0.9525 ± 0.0003

Pre

0.9608 ± 0.0005

0.9823 ± 0.0000

0.9253 ± 0.0002

0.8407 ± 0.0034

0.9478 ± 0.0014

Recall

0.9650 ± 0.0004

0.9812 ± 0.0000

0.9251 ± 0.0002

0.8008 ± 0.0018

0.9531 ± 0.0002

F-mea

0.9604 ± 0.0005

0.9807 ± 0.0000

0.9240 ± 0.0002

0.8186 ± 0.0011

0.9497 ± 0.0002

LR21ELM

Acc

0.9556 ± 0.0035

0.9814 ± 0.0000

0.9401 ± 0.0000

0.8150 ± 0.0023

0.9425 ± 0.0036

Pre

0.9594 ± 0.0019

0.9819 ± 0.0000

0.9341 ± 0.0001

0.8818 ± 0.0144

0.9445 ± 0.0029

Recall

0.9587 ± 0.0025

0.9803 ± 0.0000

0.9325 ± 0.0000

0.8040 ± 0.0164

0.9332 ± 0.0065

F-mea

0.9535 ± 0.0036

0.9799 ± 0.0000

0.9324 ± 0.0001

0.8423 ± 0.0057

0.9379 ± 0.0046

CELM

Acc

0.9634 ± 0.0002

0.9865 ± 0.0000

0.9306 ± 0.0001

0.8674 ± 0.0002

0.9400 ± 0.0002

Pre

0.9702 ± 0.0002

0.9867 ± 0.0000

0.9215 ± 0.0001

0.8242 ± 0.0003

0.9458 ± 0.0001

Recall

0.9641 ± 0.0001

0.9851 ± 0.0000

0.9227 ± 0.0001

0.9344 ± 0.0002

0.9358 ± 0.0001

F-mea

0.9711 ± 0.0002

0.9853 ± 0.0000

0.9205 ± 0.0001

0.8758 ± 0.0002

0.9405 ± 0.0002

CSRGELM

Acc

0.9788 ± 0.0000

0.9899 ± 0.0000

0.9513 ± 0.0005

0.9084 ± 0.0002

0.9625 ± 0.0002

Pre

0.9745 ± 0.0000

0.9897 ± 0.0000

0.9346 ± 0.0001

0.8964 ± 0.0003

0.9626 ± 0.0001

Recall

0.9747 ± 0.0000

0.9892 ± 0.0000

0.9325 ± 0.0001

0.9152 ± 0.0005

0.9631 ± 0.0002

F-mea

0.9735 ± 0.0000

0.9891 ± 0.0000

0.9325 ± 0.0001

0.9059 ± 0.0002

0.9622 ± 0.0001