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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