Evaluating Community Detection algorithms on ground truth communities can be tricky when the annotation is based on external semantic information, not on topological ones.
For this reason, cdlib integrates synthetic network generators with planted community structures.
Note
The following lists are aligned to CD evaluation methods available in the GitHub main branch of cdlib.
Benchmarks for plain static networks. All generators return a tuple: (networkx.Graph, cdlib.NodeClustering)
cdlib.benchmark
GRP LFR PP RPG SBM
Benchmarks for node-attributed static networks.
XMark
Time evolving network topologies with planted community life-cycles. All generators return a tuple: (dynetx.DynGraph, cdlib.TemporalClustering)
RDyn