A -Deviation Density Based Clustering Algorithm

Table 5

The corresponding results of clustering evaluation with MNIST dataset.

		Alpha	Homogeneity	Completeness	-measure	ARI	FMI	NMI
10	3	1.15	0.720	0.374	0.492	0.096	0.173	0.519
		1.17	0.700	0.397	0.506	0.147	0.22	0.527
		1.2	0.608	0.45	0.517	0.261	0.337	0.523
12	4	1.15	0.719	0.375	0.493	0.087	0.165	0.519
		1.17	0.698	0.405	0.513	0.153	0.228	0.532
		1.2	0.649	0.476	0.549	0.294	0.366	0.556
15	4	1.15	0.582	0.469	0.519	0.281	0.376	0.522
		1.17	0.561	0.532	0.546	0.323	0.427	0.546
		1.2	0.288	0.471	0.358	0.094	0.317	0.368