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	10	-32.904936	-34.901934	-34.879556	9719	17340	2494	7356.633620
5	0.5	1	10	-32.662513	-34.976901	-35.031761	13316	26471	2592	9464.624158
5	0.5	0.5	10	-32.422064	-35.034179	-35.047117	16729	34711	2664	10447.095799
5	0.5	2	20	-32.623710	-35.023754	-34.919115	11629	19943	3398	13087.015470
5	0.5	0.1	10	-32.256959	-35.168806	-35.122363	19666	41627	2740	13889.470478
5	0.5	2	30	-32.590176	-35.007836	-34.885370	12506	21927	3462	14835.143715
5	0.5	1	20	-32.287187	-35.131766	-35.029850	13667	25203	3506	17195.750848
5	0.5	0.5	20	-32.069362	-35.117524	-35.105032	15689	30734	3566	17825.422123
5	0.5	0.1	40	-31.871806	-35.251294	-35.159618	14423	26978	3658	16319.190105
5	0.5	0.1	30	-31.845293	-35.227121	-35.201093	15408	29817	3680	20062.222078
5	0.5	0.1	20	-31.881614	-35.259254	-35.199616	17198	34605	3622	20279.160098
5	0.5	2	40	-32.499712	-34.951924	-34.863789	14531	26705	3494	18916.353276
5	0.5	1	30	-32.094964	-35.158982	-35.062509	15546	31072	3684	20846.345872
5	0.5	1	40	-32.209243	-35.119662	-35.017938	15094	28549	3592	19104.482676
5	0.5	0.5	30	-31.883508	-35.165999	-35.138280	16621	32914	3770	25391.059971
5	0.5	0.5	40	-31.916984	-35.168422	-35.145618	15645	30271	3740	23591.177595
2	0.5	2	10	-29.836337	-35.811090	-35.540739	37347	91619	4430	55147.012379
2	0.5	1	10	-28.781240	-36.959762	-36.828937	13828	19208	5242	60385.870951
2	0.5	2	20	-29.989315	-36.035155	-35.524834	15683	25976	5228	60676.903708
2	0.5	0.5	10	-29.126640	-37.084521	-36.929243	13830	19182	5252	60648.650002
2	0.5	1	30	-30.113968	-35.990659	-35.906830	15017	21968	5558	60738.328369
2	0.5	1	20	-29.983426	-36.181874	-35.996619	14954	21683	5562	60802.066680
2	0.5	0.1	30	-30.474480	-36.276318	-36.130359	14868	21665	5494	60888.286572
2	0.5	2	30	-30.157007	-35.759814	-35.626683	15418	25470	5092	60882.271487
2	0.5	0.5	20	-30.210296	-36.311386	-36.178990	15002	21512	5600	60888.284573
2	0.5	0.1	20	-30.625121	-36.266861	-36.127020	14401	20815	5330	60908.103560
2	0.5	0.5	30	-30.113153	-36.320170	-36.148649	15508	22541	5746	61048.655193
2	0.5	1	40	-30.492361	-35.946270	-35.854730	14538	21362	5352	60588.991073
2	0.5	0.1	40	-30.078979	-36.565696	-36.408883	14526	20291	5504	60673.935159
2	0.5	2	40	-30.215518	-35.876214	-35.605857	14076	20903	5124	61020.550466
2	0.5	0.5	40	-30.388317	-36.269270	-36.219103	14811	21621	5440	61124.474666
2	0.5	0.1	10	-28.960146	-37.272138	-37.221160	14584	20205	5562	63080.408320