Complete result settings for Ad 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 | 2.000000 | 10 | -0.965143 | -1.761171 | -1.561185 | 27051.332092 |
| 1 | 1.000000 | 10 | -1.451039 | -2.165071 | -1.962233 | 25974.266760 |
| 1 | 0.500000 | 10 | -2.218483 | -2.846471 | -2.663286 | 26525.175937 |
| 1 | 0.100000 | 10 | -6.083614 | -6.564623 | -6.355447 | 26690.564448 |
| 1 | 2.000000 | 20 | -0.965143 | -1.761171 | -1.561185 | 28300.416087 |
| 1 | 0.500000 | 20 | -2.218483 | -2.846471 | -2.663286 | 28494.751563 |
| 1 | 0.100000 | 20 | -6.083614 | -6.564623 | -6.355447 | 28566.572926 |
| 1 | 2.000000 | 50 | -0.965143 | -1.761171 | -1.561185 | 29934.341335 |
| 1 | 1.000000 | 50 | -1.451039 | -2.165071 | -1.962233 | 30022.285964 |
| 1 | 1.000000 | 20 | -1.451039 | -2.165071 | -1.962233 | 30208.465202 |
| 1 | 0.100000 | 50 | -6.083614 | -6.564623 | -6.355447 | 31570.474648 |
| 1 | 0.500000 | 50 | -2.218483 | -2.846471 | -2.663286 | 32206.220042 |
| 2 | 0.100000 | 10 | -5.915197 | -6.522402 | -6.271124 | 60382.635367 |
| 2 | 0.100000 | 20 | -5.915197 | -6.522402 | -6.271124 | 68088.266921 |
| 2 | 1.000000 | 10 | -1.437570 | -2.182478 | -2.011665 | 71570.753116 |
| 2 | 0.100000 | 50 | -5.915197 | -6.522402 | -6.271124 | 70803.131375 |
| 2 | 0.500000 | 10 | -2.140865 | -2.847926 | -2.710722 | 76041.893577 |
| 2 | 2.000000 | 10 | -0.929550 | -1.757218 | -1.546043 | 81524.698271 |