Complete result settings for Pumsb-star 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 | 0.050000 | 20 | -6.691816 | -6.890573 | -6.893846 | 4174.881872 |
| 1 | 1.000000 | 20 | -5.669494 | -5.996639 | -6.027462 | 4510.136002 |
| 1 | 0.500000 | 20 | -5.754345 | -6.076806 | -6.090275 | 4467.024606 |
| 1 | 2.000000 | 20 | -5.609239 | -5.970217 | -6.002867 | 4597.187161 |
| 1 | 0.100000 | 20 | -6.251561 | -6.484558 | -6.494857 | 4355.861353 |
| 1 | 0.010000 | 20 | -8.614935 | -8.758265 | -8.756876 | 4416.700258 |
| 2 | 0.100000 | 10 | -6.098934 | -6.494143 | -6.493272 | 39773.057009 |
| 2 | 0.500000 | 10 | -5.528589 | -6.152859 | -6.152982 | 41330.012501 |
| 2 | 1.000000 | 10 | -5.399675 | -6.135510 | -6.153484 | 41696.257161 |
| 2 | 2.000000 | 10 | -5.335274 | -6.174293 | -6.169477 | 42374.033383 |
| 3 | 0.500000 | 10 | -5.347044 | -6.248984 | -6.251516 | 72026.306293 |
| 3 | 0.100000 | 10 | -5.986092 | -6.538966 | -6.544912 | 72248.761672 |
| 3 | 1.000000 | 10 | -5.182821 | -6.295416 | -6.283726 | 73281.129969 |
| 3 | 2.000000 | 10 | -5.080396 | -6.345070 | -6.359724 | 73865.010133 |