Complete result settings for Jester 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 |
| 2 | 0.5 | 0.5 | 1 | -25.973933 | -26.150067 | -26.055647 | 9022 | 18088 | 1498 | 60576.769930 |
| 2 | 0.5 | 2 | 1 | -25.894270 | -26.081957 | -25.978886 | 9366 | 18784 | 1554 | 60674.470078 |
| 2 | 0.5 | 1 | 1 | -25.906819 | -26.095391 | -25.992190 | 8879 | 17550 | 1564 | 60692.794292 |
| 2 | 0.5 | 1 | 10 | -24.758477 | -25.105835 | -25.000632 | 7513 | 11500 | 2556 | 60690.426652 |
| 2 | 0.5 | 0.1 | 10 | -24.786652 | -25.116204 | -24.994114 | 7380 | 11481 | 2468 | 60755.061826 |
| 5 | 0.5 | 1 | 1 | -25.558558 | -25.767300 | -25.635734 | 8953 | 17796 | 1456 | 60772.722141 |
| 5 | 0.5 | 0.5 | 1 | -25.567999 | -25.812706 | -25.662203 | 8753 | 17359 | 1444 | 60807.123912 |
| 5 | 0.5 | 2 | 1 | -25.476551 | -25.701617 | -25.573568 | 9474 | 18934 | 1524 | 60776.850513 |
| 2 | 0.5 | 0.5 | 10 | -24.805287 | -25.130176 | -25.006664 | 7225 | 11275 | 2406 | 60781.247845 |
| 2 | 0.5 | 0.1 | 1 | -25.907847 | -26.105982 | -25.998973 | 9757 | 19691 | 1610 | 60853.454868 |
| 2 | 0.5 | 1 | 20 | -24.683532 | -24.958142 | -24.875781 | 8706 | 12746 | 3176 | 60886.581832 |
| 2 | 0.5 | 0.1 | 20 | -24.672687 | -24.971016 | -24.878402 | 8903 | 13151 | 3220 | 60941.164534 |
| 5 | 0.5 | 2 | 10 | -24.700016 | -25.076637 | -24.935477 | 7614 | 13089 | 2196 | 61040.304463 |
| 5 | 0.5 | 1 | 20 | -24.669226 | -24.984373 | -24.872285 | 8582 | 13756 | 2868 | 61028.362277 |
| 2 | 0.5 | 2 | 10 | -24.824762 | -25.119171 | -25.001306 | 6867 | 10615 | 2294 | 61006.974530 |
| 2 | 0.5 | 2 | 20 | -24.684636 | -24.974737 | -24.871593 | 8670 | 12833 | 3128 | 61022.084232 |
| 2 | 0.5 | 0.5 | 20 | -24.683529 | -24.968870 | -24.876017 | 8781 | 12937 | 3172 | 61034.241384 |
| 5 | 0.5 | 1 | 10 | -24.682388 | -25.095054 | -24.949661 | 7567 | 12640 | 2268 | 61208.758853 |
| 5 | 0.5 | 2 | 20 | -24.689573 | -24.985604 | -24.861338 | 8484 | 13844 | 2806 | 61226.606140 |
| 5 | 0.5 | 1 | 40 | -24.669660 | -24.947326 | -24.842985 | 12172 | 17773 | 4534 | 61217.600509 |
| 2 | 0.5 | 0.5 | 40 | -24.652922 | -24.935317 | -24.826339 | 12564 | 18612 | 4686 | 61394.209661 |
| 5 | 0.5 | 0.5 | 40 | -24.671647 | -24.951885 | -24.836478 | 12352 | 18385 | 4598 | 61464.597960 |
| 5 | 0.5 | 0.1 | 40 | -24.656825 | -24.933806 | -24.846160 | 12166 | 17730 | 4554 | 61532.284670 |
| 2 | 0.5 | 2 | 40 | -24.666618 | -24.935139 | -24.824525 | 12882 | 19476 | 4768 | 61625.368519 |
| 2 | 0.5 | 1 | 40 | -24.668616 | -24.927088 | -24.830984 | 12618 | 18445 | 4740 | 61631.502586 |
| 2 | 0.5 | 0.1 | 40 | -24.656703 | -24.942321 | -24.824732 | 12504 | 18185 | 4710 | 62090.682781 |
| 5 | 0.5 | 2 | 40 | -24.688355 | -24.946023 | -24.826815 | 12240 | 18210 | 4540 | 62696.730647 |