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Table 3 Comparison in terms of Model_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

0.305 ± 0.024

0.371 ± 0.062

5–4

0.321 ± 0.072

0.382 ± 0.028

40–10

0.241 ± 0.010

0.298 ± 0.091

40%

1–20

0.352 ± 0.016

0.386 ± 0.083

5–4

0.257  ± 0.051

0.296 ± 0.024

40–10

0.310 ± 0.027

0.390 ± 0.109

500

20%

1–20

0.323 ± 0.032

0.401 ± 0.102

5–4

0.317 ± 0.017

0.414 ± 0.023

40–10

0.321 ± 0.045

0.374 ± 0.127

40%

1–20

0.285 ± 0.081

0.339 ± 0.134

5–4

0.379 ± 0.015

0.430 ± 0.085

40–10

0.392 ± 0.029

0.407 ± 0.141