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
| Tree# | C | Max. EM Iteration | Train CLL | Validation CLL | Test CLL | Learning Time |
| 1 | 0.010000 | 20 | -25.365588 | -25.581949 | -25.565886 | 1067.285114 |
| 1 | 0.100000 | 20 | -24.666300 | -25.065699 | -24.978828 | 1088.012307 |
| 1 | 0.050000 | 20 | -24.760799 | -25.117682 | -25.040504 | 1110.453316 |
| 1 | 0.500000 | 20 | -24.600995 | -25.041005 | -24.951458 | 1114.630545 |
| 1 | 1.000000 | 20 | -24.605880 | -25.037052 | -24.954838 | 1282.448248 |
| 1 | 2.000000 | 20 | -24.610100 | -25.038055 | -24.952504 | 1369.930284 |
| 2 | 0.100000 | 10 | -24.168845 | -25.289489 | -25.203649 | 15904.332962 |
| 2 | 1.000000 | 10 | -24.089101 | -25.367397 | -25.256221 | 15970.332413 |
| 2 | 2.000000 | 10 | -24.090927 | -25.354847 | -25.284687 | 16027.743691 |
| 2 | 0.500000 | 10 | -24.081281 | -25.379286 | -25.253398 | 16430.880859 |
| 3 | 2.000000 | 10 | -23.569262 | -25.804741 | -25.695969 | 29649.297025 |
| 3 | 1.000000 | 10 | -23.585534 | -25.795290 | -25.679180 | 29974.419873 |
| 3 | 0.500000 | 10 | -23.579999 | -25.803152 | -25.636005 | 29681.959682 |
| 3 | 0.100000 | 10 | -23.698395 | -25.579217 | -25.447917 | 30045.889273 |
| 4 | 2.000000 | 10 | -23.097190 | -26.226776 | -26.130980 | 46542.682221 |
| 4 | 1.000000 | 10 | -23.083828 | -26.213119 | -26.101402 | 45020.521623 |
| 4 | 0.500000 | 10 | -23.094673 | -26.211634 | -26.022686 | 45368.422458 |
| 4 | 0.100000 | 10 | -23.240174 | -25.887077 | -25.727109 | 45948.065960 |