Practical Web Spam Lifelong Machine Learning System with Automatic Adjustment to Current Lifecycle Phase

Table 4

The comparison of results obtained at the WEBSPAM-UK data set. The best result from the reference works is presented.

Data set	Measure	Work
		Our	[11]	[3]	[12]	[13]	[17]	[18]	[19]	[20, 21]	[4]	[22]
WEBSPAM-UK; 2006	ACC	0.80	0.78	0.82	-	-	-	-	-	0.88	-	-
	TPR	0.79	0.86	-	-	-	-	-	-	-	-	-
	SPC	0.81	0.69	-	-	-	-	-	-	-	-	-
	F1	0.80	-	0.80	0.81	0.86	-	-	0.95	0.76	-	0.75
WEBSPAM-UK; 2007	ACC	0.94	0.92	-	-	-	-	0.92	-	-	-	-
	TPR	1.00	0.96	-	-	-	-	-	-	-	-	-
	SPC	0.10	0.29	-	-	-	-	0.05	-	-	-	-
	F1	0.55	-	-	0.33	0.40	0.41	-	0.44	-	0.69	-