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
| Standard Deviation | L1 Penalty | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
| 0.5 | 0.1 | -16.104655 | -17.050316 | -17.195608 | 245295 | 553003 | 6416 | 16196.660732 |
| 0.1 | 0.1 | -16.102626 | -17.050924 | -17.194373 | 245295 | 553003 | 6416 | 18883.902210 |
| 0.5 | 0.5 | -16.103326 | -17.040120 | -17.165981 | 245295 | 553003 | 6416 | 32060.786019 |
| 0.5 | 2 | -16.153021 | -17.009827 | -17.116004 | 245295 | 553003 | 6416 | 60099.162537 |
| 0.1 | 0.5 | -16.114302 | -17.052457 | -17.179536 | 245295 | 553003 | 6416 | 61272.390180 |
| 0.5 | 1 | -16.116461 | -17.027108 | -17.136571 | 245295 | 553003 | 6416 | 68895.921227 |
| 0.1 | 2 | -16.152412 | -17.002865 | -17.114793 | 245295 | 553003 | 6416 | 79773.648561 |