Complete result settings for Book 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 | -22.469174 | -22.608467 | -22.711228 | 30198.206814 |
| 1 | 0.100000 | 20 | -14.777910 | -16.697469 | -16.763882 | 31201.907977 |
| 1 | 0.050000 | 20 | -16.272719 | -17.335799 | -17.422260 | 31830.683265 |
| 1 | 2.000000 | 20 | -10.602762 | -17.808600 | -17.827843 | 33055.400444 |
| 1 | 0.500000 | 20 | -12.056158 | -16.728260 | -16.785554 | 34923.432143 |
| 1 | 1.000000 | 20 | -11.216186 | -17.126756 | -17.178108 | 36655.676798 |