EC-Structure: Establishing Consumption Structure through Mining E-Commerce Data to Discover Consumption Upgrade

Table 1

The performance comparisons.

dataset	NMFOSC			RNM			CPM			EdgeB-Cluster			EC-Structure
	MR	MP	FB	MR	MP	FB	MR	MP	FB	MR	MP	FB	MR	MP	FB
Karate Club	1.00	0.92	0.96	0.84	1.00	0.91	0.58	0.94	0.71	1.00	1.00	1.00	1.00	1.00	1.00
Dolphin	0.64	0.90	0.75	0.46	0.97	0.62	0.40	0.94	0.56	0.73	0.98	0.83	0.80	0.98	0.88
LesMiserables	0.72	0.87	0.79	0.80	0.88	0.84	0.48	0.89	0.62	0.81	0.88	0.84	0.88	0.83	0.85
MovieLens	0.83	0.85	0.84	0.56	0.86	0.68	0.81	0.86	0.83	0.81	0.88	0.84	0.82	0.88	0.85
EP dataset	0.85	0.80	0.82	0.53	0.56	0.54	0.53	0.65	0.58	0.79	0.83	0.81	0.85	0.82	0.83