An Extreme Learning Machine-Based Community Detection Algorithm in Complex Networks

Table 3

Compared results for maximum NMI, corresponding values, and time elapsed (s) of different algorithms.

Dataset	Index	GN	NF	-means	ELM-CD
Karate	Modularity	0.3600	0.3870	0.3715	0.3715
	NMI	0.8365	0.6925	1.0	1.0
	Running time	5.5980	7.6e − 4	8.6e − 4	0.0098
Dolphins	Modularity	0.3787	0.4923	0.3555	0.3787
	NMI	0.8888	0.6208	0.8084	0.8888
	Running time	10.2244	0.0020	0.0012	0.0171
Polbooks	Modularity	0.4831	0.5020	0.4248	0.4530
	NMI	0.5754	0.5308	0.4144	0.6650
	Running time	199.2434	0.0064	0.0033	0.0293
Football	Modularity	0.5973	0.5773	0.5523	0.5585
	NMI	0.9214	0.7624	0.8954	0.8944
	Running time	808.1076	0.0120	0.0021	0.0308