Entropy-Based Multiview Data Clustering Analysis in the Era of Industry 4.0

Table 2

Comparison of performance indices NMI and RI of several algorithms on the datasets.

Dataset	Algorithms	NMI-mean	NMI-std	RI-mean	RI-std
Iris	LSSMTC	0.7260	0.0470	0.8879	0.0219
	CombKM	0.7412	0.0537	0.8636	0.0511
	Coclustering	0.7582		0.8797	0
	Co-FKM	0.8366		0.9341	0
	Co-MVFCM	0.8666	0.0005	0.9488	0.0045
MF	LSSMTC	—	—	—	—
	CombKM	0.6883	0.0337	0.8991	0.0119
	Coclustering	0.7024	0.0287	0.9104	0.0126
	Co-FKM	0.7868	0.0715	0.9417	0.0226
	Co-MVFCM	0.7892	0.0217	0.9533	0.0089
IS	LSSMTC	—	—	—	—
	CombKM	0.4815	0.0283	0.7981	0.0176
	Coclustering	0.5182	0.0105	0.8189	0.0208
	Co-FKM	0.5422	0.0353	0.8293	0.0195
	Co-MVFCM	0.5902	0.0217	0.8439	0.0174
WTP	LSSMTC	—	—	—	—
	CombKM	0.1761	0.0121	0.7042	0.0037
	Coclustering	0.2029	0.0103	0.7051	0.0061
	Co-FKM	0.1986	0.0140	0.7056	0.0044
	Co-MVFCM	0.2204	0.0102	0.7209	0.0035