Complete result settings for DNA dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16

Split Penalty	Standard Deviation	L1 Penalty	Initial Evidence	Train CLL	Validation CLL	Test CLL	Node#	Edge#	Feature#	Learning Time
5	0.5	2	5	-11.442894	-12.232462	-12.137392	2677	3655	764	993.853910
5	0.5	2	10	-11.442894	-12.232462	-12.137392	2677	3655	764	989.476576
5	0.1	2	1	-11.588402	-12.325811	-12.247221	3028	4556	750	1259.473529
5	0.1	1	5	-11.698606	-12.468675	-12.366489	2979	4358	772	1295.721020
5	0.1	1	10	-11.698606	-12.468675	-12.366489	2979	4358	772	1318.537551
5	0.1	2	10	-11.811584	-12.514799	-12.400331	2862	4165	744	1324.304675
5	0.1	2	5	-11.811584	-12.514799	-12.400331	2862	4165	744	1353.575225
5	0.1	0.5	10	-11.641215	-12.424174	-12.349163	4609	8294	794	1443.665529
5	0.5	1	10	-11.326789	-12.270217	-12.199785	3085	4478	828	1477.527381
5	0.5	1	5	-11.326789	-12.270217	-12.199785	3085	4478	828	1480.730894
5	0.1	0.5	5	-11.641215	-12.424174	-12.349163	4609	8294	794	1490.712377
5	0.1	1	1	-11.524119	-12.373742	-12.258217	3499	5601	786	1515.249646
5	0.1	0.5	1	-11.484750	-12.373425	-12.263546	4163	7158	808	1682.744183
5	0.5	1	1	-11.198235	-12.255378	-12.192875	5506	10214	870	1773.495387
5	0.5	2	1	-11.354278	-12.220186	-12.144732	4195	7225	798	1782.634998
5	0.5	0.5	5	-11.242210	-12.321286	-12.232412	3853	6269	870	2110.802109
5	0.5	0.5	10	-11.242210	-12.321286	-12.232412	3853	6269	870	2201.178369
5	0.5	0.5	1	-11.064698	-12.367962	-12.275903	7273	14155	936	2744.222814
2	0.1	2	5	-10.513901	-12.585482	-12.480636	9823	19545	1448	6731.897595
2	0.1	2	10	-10.513901	-12.585482	-12.480636	9823	19545	1448	7020.416734
2	0.1	2	1	-10.337427	-12.575529	-12.381808	11186	22524	1476	7673.285482
2	0.5	2	5	-9.785404	-12.738825	-12.567306	15595	31926	1870	9493.315795
2	0.5	2	10	-9.785404	-12.738825	-12.567306	15595	31926	1870	9960.768732
2	0.1	1	5	-10.132287	-12.825110	-12.646292	17007	36926	1742	10237.827613
2	0.1	1	10	-10.132287	-12.825110	-12.646292	17007	36926	1742	10289.009832
2	0.1	1	1	-9.929285	-12.787726	-12.673512	15058	30759	1786	10462.328484
2	0.5	2	1	-9.714521	-12.960575	-12.699784	15453	31358	1972	10778.417430
2	0.1	0.5	10	-9.646891	-13.107492	-12.895847	19961	43229	2088	12248.591930
2	0.1	0.5	5	-9.646891	-13.107492	-12.895847	19961	43229	2088	13709.801792
2	0.1	0.5	1	-9.447938	-13.237131	-13.001020	19703	41643	2216	15609.766954
2	0.5	1	10	-8.433427	-14.136486	-13.920912	23232	48613	2800	19681.526952
2	0.5	1	5	-8.433427	-14.136486	-13.920912	23232	48613	2800	20704.377455
2	0.5	1	1	-8.332377	-14.196737	-13.947942	26352	55948	2888	25276.125444
2	0.5	0.5	5	-7.409731	-15.498072	-14.980400	26644	56626	3632	32984.410607
2	0.5	0.5	10	-7.409731	-15.498072	-14.980400	26644	56626	3632	34378.349696
2	0.5	0.5	1	-7.141477	-15.611638	-15.428415	28251	58658	3806	38099.455002