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
| Tree# | C | Max. EM Iteration | Train CLL | Validation CLL | Test CLL | Learning Time |
| 1 | 1.000000 | 10 | -9.439864 | -13.541715 | -13.263366 | 125.086609 |
| 1 | 0.500000 | 20 | -9.674617 | -13.350908 | -13.115591 | 121.469870 |
| 1 | 2.000000 | 10 | -9.293770 | -13.860421 | -13.496506 | 127.631298 |
| 1 | 1.000000 | 20 | -9.439864 | -13.541715 | -13.263366 | 126.044263 |
| 1 | 0.100000 | 50 | -11.060941 | -13.548966 | -13.356238 | 119.380815 |
| 1 | 0.100000 | 10 | -11.060941 | -13.548966 | -13.356238 | 128.288992 |
| 1 | 0.500000 | 50 | -9.674617 | -13.350908 | -13.115591 | 123.664066 |
| 1 | 0.500000 | 10 | -9.674617 | -13.350908 | -13.115591 | 134.396417 |
| 1 | 0.100000 | 20 | -11.060941 | -13.548966 | -13.356238 | 119.146082 |
| 1 | 2.000000 | 20 | -9.293770 | -13.860421 | -13.496506 | 135.798303 |
| 1 | 1.000000 | 50 | -9.439864 | -13.541715 | -13.263366 | 127.996045 |
| 1 | 2.000000 | 50 | -9.293770 | -13.860421 | -13.496506 | 130.671535 |
| 2 | 2.000000 | 20 | -5.592752 | -19.516021 | -18.925166 | 965.024477 |
| 2 | 2.000000 | 10 | -5.592752 | -19.516021 | -18.925166 | 977.871022 |
| 2 | 2.000000 | 50 | -5.592752 | -19.516021 | -18.925166 | 973.886993 |
| 2 | 1.000000 | 50 | -6.246276 | -16.979847 | -16.848167 | 994.174012 |
| 2 | 1.000000 | 20 | -6.246276 | -16.979847 | -16.848167 | 1009.699211 |
| 2 | 1.000000 | 10 | -6.246276 | -16.979847 | -16.848167 | 1025.351406 |
| 2 | 0.500000 | 50 | -6.941779 | -15.721622 | -15.473006 | 1094.189555 |
| 2 | 0.500000 | 20 | -6.941779 | -15.721622 | -15.473006 | 1115.463324 |
| 2 | 0.500000 | 10 | -6.941779 | -15.721622 | -15.473006 | 1141.238130 |
| 2 | 0.100000 | 20 | -9.373369 | -14.347212 | -14.127537 | 1175.944339 |
| 2 | 0.100000 | 50 | -9.373369 | -14.347212 | -14.127537 | 1195.511882 |
| 2 | 0.100000 | 10 | -9.373369 | -14.347212 | -14.127537 | 1232.549418 |
| 3 | 1.000000 | 10 | -4.351632 | -19.315029 | -18.966896 | 2362.742749 |
| 3 | 1.000000 | 20 | -4.333262 | -19.251137 | -18.841703 | 2362.646932 |
| 3 | 1.000000 | 50 | -4.333262 | -19.251137 | -18.841703 | 2393.287494 |
| 3 | 0.100000 | 10 | -8.151368 | -14.895565 | -14.703220 | 2516.793214 |
| 3 | 0.100000 | 20 | -8.137150 | -14.909333 | -14.660028 | 2682.690548 |
| 3 | 0.100000 | 50 | -8.137150 | -14.909333 | -14.660028 | 2737.769807 |
| 3 | 2.000000 | 20 | -3.594835 | -22.378113 | -22.219683 | 3001.068753 |
| 3 | 2.000000 | 10 | -3.578649 | -22.318243 | -22.251875 | 3052.121532 |
| 3 | 2.000000 | 50 | -3.594835 | -22.378113 | -22.219683 | 3046.675813 |
| 3 | 0.500000 | 10 | -5.212904 | -16.712473 | -16.797671 | 3291.038878 |
| 3 | 0.500000 | 50 | -5.257985 | -16.562597 | -16.848814 | 3922.353463 |
| 3 | 0.500000 | 20 | -5.257985 | -16.562597 | -16.848814 | 3946.302447 |
| 4 | 0.100000 | 10 | -7.249232 | -15.263059 | -15.126983 | 4112.127731 |
| 4 | 1.000000 | 10 | -3.429712 | -20.200514 | -19.912850 | 4460.302891 |
| 4 | 2.000000 | 10 | -2.859684 | -23.049367 | -22.827470 | 4619.579781 |
| 4 | 2.000000 | 20 | -2.806118 | -23.298161 | -23.026366 | 4848.715517 |
| 4 | 0.500000 | 10 | -4.269838 | -17.749808 | -17.609937 | 4859.848705 |
| 4 | 2.000000 | 50 | -2.806118 | -23.298161 | -23.026366 | 5224.928258 |
| 4 | 1.000000 | 50 | -3.469896 | -19.985475 | -19.721013 | 5430.673570 |
| 4 | 1.000000 | 20 | -3.469896 | -19.985475 | -19.721013 | 5439.076367 |
| 4 | 0.100000 | 50 | -7.199746 | -15.356602 | -15.089954 | 5956.324986 |
| 4 | 0.100000 | 20 | -7.199746 | -15.356602 | -15.089954 | 5979.837973 |
| 4 | 0.500000 | 20 | -4.275139 | -17.623129 | -17.452062 | 7302.160554 |
| 4 | 0.500000 | 50 | -4.275139 | -17.623129 | -17.452062 | 8222.491709 |
| 2 | 0.050000 | 10 | -10.791988 | -14.550157 | -14.358283 | 1543.485292 |
| 2 | 0.010000 | 10 | -14.765218 | -16.525951 | -16.369892 | 2020.467385 |
| 3 | 0.050000 | 10 | -9.787991 | -14.927725 | -14.705344 | 3281.645676 |
| 3 | 0.010000 | 10 | -14.219794 | -16.555854 | -16.442157 | 3177.503433 |