Structure Identification-Based Clustering According to Density Consistency

Table 1

Clustering results when different clustering algorithms, applied to four real world data sets.

Data-set	NMI
	New  algorithm	NRSC	Spectral-Ng	STSC	Chameleon
Iris	0.8623	0.7612	0.8058	0.7612	0.7652
Noisy Iris	0.8623	0.7779	0.5759	0.5881	0.7652
Pendigit	0.6429	0.5899	0.4902	0.5107	0.7706
Noisy USPS-01	1.0	1.0	0.6234	0.7439	0.8972