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Network structure is a representation of interactions among actors. Transportation network, biological network and social networks have complex networks structure. Detecting community in complex networks is an important research to gain insight information. Effective optimization algorithms are needed in network community detection. Modularity based artificial bee colony (MABC) algorithm is proposed to uncover community in complex network. The proposed MABC algorithm is evaluated by Modularitydoi:10.18178/ijmlc.2020.10.2.938 fatcat:aju4hyemqfevpoj4hnoqknlkqq