Table 4.

Results on the PubMed corpus for SGD-SVM with cross-validation and SGD-SVM with a fixed 8 iterations. The last row averages over the twenty MeSH terms.

MeSH Set	SVM SGD Cross Validation			SVM SGD with 8 iterations
	AP	BE	Iteropt	AP	BE
M1	0.502	0.510	11	0.495	0.508
M2	0.714	0.716	5	0.720	0.715
M3	0.662	0.691	5	0.659	0.690
M4	0.670	0.682	6	0.666	0.682
M5	0.284	0.358	10	0.284	0.356
M6	0.549	0.584	6	0.544	0.585
M7	0.667	0.659	8	0.667	0.659
M8	0.603	0.612	9	0.602	0.613
M9	0.253	0.330	13	0.250	0.332
M10	0.593	0.603	18	0.591	0.597
M11	0.794	0.805	4	0.787	0.799
M12	0.711	0.734	3	0.701	0.724
M13	0.410	0.477	8	0.410	0.477
M14	0.372	0.432	5	0.381	0.433
M15	0.585	0.613	11	0.592	0.620
M16	0.462	0.496	9	0.464	0.499
M17	0.465	0.508	12	0.469	0.516
M18	0.702	0.718	13	0.701	0.714
M19	0.737	0.772	15	0.735	0.784
M20	0.316	0.421	3	0.304	0.414
Ave	0.552	0.586	8.7	0.551	0.586