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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