Efficient identification of node importance in social networks.

•Based on the theories of comprehensive decision-making, a multiattribute ranking method is presented.•The proposed method is superior to other methods through contrast experiments.•The theories of comprehensive decision-making are utilized to detect important nodes in social networks.•This method can be used in different types and different scales of networks.