Skip to main content

Table 2 Comparison in terms of Data Error on larger synthetic FCMs (Average ± Standard deviation)

From: A time series driven decomposed evolutionary optimization approach for reconstructing large-scale gene regulatory networks based on fuzzy cognitive maps

#Nodes

Edge density

N s-N t

dMAGA-FCMD

dMAGA

300

20%

1–20

0.105 ± 0.021

0.297 ± 0.102

5–4

0.125 ± 0.053

0.247 ± 0.031

40–10

0.118 ± 0.037

0.336 ± 0.025

40%

1–20

0.121 ± 0.082

0.214 ± 0.112

5–4

0.063 ± 0.019

0.351 ± 0.051

40–10

0.139 ± 0.070

0.298 ± 0.042

500

20%

1–20

0.145 ± 0.107

0.368 ± 0.114

5–4

0.186 ± 0.034

0.420 ± 0.027

40–10

0.156 ± 0.072

0.395 ± 0.064

40%

1–20

0.130 ± 0.056

0.348 ± 0.108

5–4

0.164 ± 0.081

0.416 ± 0.086

40–10

0.173 ± 0.022

0.404 ± 0.053