Complete result settings for MSNBC 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 | -3.259117 | -3.257336 | -3.255867 | 909.863706 |
| 1 | 0.500000 | 20 | -3.255174 | -3.253178 | -3.252970 | 895.535494 |
| 1 | 0.100000 | 20 | -3.255343 | -3.253375 | -3.252855 | 901.550459 |
| 1 | 0.050000 | 20 | -3.255598 | -3.253665 | -3.252989 | 905.175484 |
| 1 | 1.000000 | 20 | -3.255163 | -3.253168 | -3.252989 | 917.478842 |
| 1 | 2.000000 | 20 | -3.255159 | -3.253165 | -3.253003 | 964.368154 |