Neural Network: An Improved FCM for Multimodal Cultural Data Analysis

Table 2

Comparison of clustering experiment results.

Experimental sequence	Algorithm	Number of iterations	MSE
1	K-means	11	0.398678
	DBSCAN	23	0.174943
	Traditional FCM	25	0.165567
	Improved FCM	19	0.096729
2	K-means	8	0.225329
	DBSCAN	21	0.147179
	Traditional FCM	18	0.195696
	Improved FCM	16	0.119679
3	K-means	13	0.262847
	DBSCAN	22	0.145397
	Traditional FCM	19	0.185628
	Improved FCM	22	0.156727
4	K-means	16	0.375326
	DBSCAN	41	0.189642
	Traditional FCM	33	0.235626
	Improved FCM	28	0.204647
5	K-means	6	0.228643
	DBSCAN	20	0.174254
	Traditional FCM	19	0.167687
	Improved FCM	16	0.128036
6	K-means	11	0.275984
	DBSCAN	29	0.228587
	Traditional FCM	24	0.203187
	Improved FCM	26	0.180997
7	K-means	14	0.435079
	DBSCAN	37	0.330578
	Traditional FCM	32	0.372068
	Improved FCM	29	0.239304
8	K-means	12	0.267865
	DBSCAN	28	0.246841
	Traditional FCM	30	0.253245
	Improved FCM	25	0.192422
9	K-means	16	0.296781
	DBSCAN	27	0.234778
	Traditional FCM	25	0.241987
	Improved FCM	29	0.237179
10	K-means	12	0.443921
	DBSCAN	25	0.246895
	Traditional FCM	23	0.298679
	Improved FCM	25	0.224349