Complete result settings for Accidents 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 | -12.213370 | -12.283592 | -12.324098 | 1773.777529 |
| 1 | 0.100000 | 20 | -10.321124 | -10.534332 | -10.559084 | 1810.976923 |
| 1 | 0.050000 | 20 | -10.679386 | -10.838822 | -10.858536 | 1839.241214 |
| 1 | 0.500000 | 20 | -9.942138 | -10.233966 | -10.265784 | 1904.160412 |
| 1 | 2.000000 | 20 | -9.841991 | -10.193421 | -10.224095 | 1938.584414 |
| 1 | 1.000000 | 20 | -9.875139 | -10.196705 | -10.229042 | 1983.588887 |
| 2 | 0.100000 | 10 | -9.910324 | -10.314020 | -10.324049 | 26427.600587 |
| 2 | 2.000000 | 10 | -9.386777 | -10.210700 | -10.260978 | 27674.035386 |
| 2 | 0.500000 | 10 | -9.511411 | -10.165206 | -10.197576 | 26747.214931 |
| 2 | 1.000000 | 10 | -9.411067 | -10.166611 | -10.206615 | 26977.558235 |
| 3 | 0.100000 | 10 | -9.677859 | -10.306032 | -10.321450 | 46780.030049 |
| 3 | 0.500000 | 10 | -9.163083 | -10.207024 | -10.245059 | 47753.274133 |
| 3 | 1.000000 | 10 | -9.082215 | -10.303537 | -10.329235 | 48057.169099 |
| 3 | 2.000000 | 10 | -9.006895 | -10.356542 | -10.437767 | 48967.601386 |
| 4 | 0.100000 | 10 | -9.505324 | -10.347828 | -10.379308 | 72401.266929 |
| 4 | 1.000000 | 10 | -8.772596 | -10.447814 | -10.483740 | 73291.031524 |
| 4 | 0.500000 | 10 | -8.889666 | -10.342839 | -10.374473 | 73357.591321 |
| 4 | 2.000000 | 10 | -8.699449 | -10.571233 | -10.651596 | 73398.712841 |