Multiview Clustering via Robust Neighboring Constraint Nonnegative Matrix Factorization

Table 2

Clustering results ((mean) %) on different datasets.

		BestSV	MulNMF	D-SNMF	c-LRSSC	p-LRSSC	RMSC	ECMSC	MVGL	rNNMF
UCI	ACC	65.40	86.78	74.91	83.54	83.43	78.48	80.95	82.10	93.56
	NMI	61.34	78.20	80.86	85.14	85.12	71.70	83.61	83.39	88.13
	AR	50.19	74.11	71.26	81.79	81.09	64.23	76.63	76.70	86.60
3Sources	ACC	53.49	65.68	42.90	70.36	67.10	60.12	66.86	75.74	76.21
	NMI	45.23	60.00	29.48	60.02	58.71	51.47	61.46	60.49	62.76
	AR	33.47	50.76	19.51	57.09	53.12	39.33	54.20	53.93	63.93
ORL	ACC	71.56	77.50	74.22	74.31	70.60	72.55	81.50	72.75	84.80
	NMI	88.09	86.58	86.41	89.24	85.52	87.24	92.71	85.14	92.57
	AR	64.48	64.46	63.96	68.17	60.47	65.41	76.49	47.01	80.27
Washington	ACC	59.00	57.39	41.74	45.78	47.15	58.30	57.39	64.35	66.78
	NMI	22.45	23.52	10.62	32.72	32.58	28.80	30.71	33.00	33.77
	AR	27.86	32.21	8.96	24.84	25.44	33.47	33.00	31.57	44.34