We propose a novel evolutionary link community structure discovery algorithm ELCSD.
The ELCSD is for dynamic weighted networks.
The ELCSD can find hierarchical and overlapping community structure.
We design a local link expansion strategy in the ELCSD.
Experiments illustrate the effectiveness and feasibility of the ELCSD.