Table 3.

Results on small corpora for SGD-SVM with cross-validation and SGD-SVM with a fixed 9 iterations. Each row in the table contains the averages over all classification problems defined in that corpus. The last row averages over the corpora.

Set	SVM-SGD Cross Validation			SVM-SGD with Fixed 9 iterations
	AP	BE	Iteropt	AP	BE
Rebase	0.84	0.80	5.3	0.85	0.80
MDR	0.95	0.92	20	0.94	0.91
20News	0.84	0.80	12.2	0.85	0.81
Reuters	0.93	0.89	14	0.93	0.90
WebKB	0.77	0.73	3.8	0.77	0.72
Industry	0.86	0.82	9.7	0.92	0.88
Ave	0.87	0.83	10.8	0.88	0.84