Improved centrality indicators to characterize the nodal spreading capability in complex networks.

•We explored various centrality algorithms regarding the nodal spreading capability.•We propose a novel gravity centrality index named after mixed gravity centrality.•The spreading capacity of focal node can be better characterized in our mixed gravity centrality.•Extensive simulation experiments have demonstrated the advantage of the current algorithm.