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
Standard Deviation | L1 Penalty | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
0.5 | 2 | -2.916540 | -2.922757 | -2.925277 | 213127 | 431453 | 10034 | 5630.558024 |
0.5 | 1 | -2.916539 | -2.922754 | -2.925276 | 213127 | 431453 | 10034 | 6350.365596 |
0.5 | 0.5 | -2.916538 | -2.922753 | -2.925276 | 213127 | 431453 | 10034 | 7908.249763 |
0.5 | 0.1 | -2.916537 | -2.922753 | -2.925275 | 213127 | 431453 | 10034 | 8652.169670 |
0.1 | 2 | -2.916540 | -2.922757 | -2.925277 | 213127 | 431453 | 10034 | 8698.376645 |
0.1 | 0.1 | -2.916537 | -2.922753 | -2.925275 | 213127 | 431453 | 10034 | 7873.293077 |
0.1 | 0.5 | -2.916538 | -2.922753 | -2.925276 | 213127 | 431453 | 10034 | 7665.337691 |
0.1 | 1 | -2.916539 | -2.922754 | -2.925276 | 213127 | 431453 | 10034 | 8189.576994 |