Complete result settings for Kosarek 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 | -5.010464 | -5.164467 | -5.090897 | 712581 | 1669370 | 4336 | 21096.636823 |
0.1 | 0.1 | -5.010868 | -5.166107 | -5.091399 | 712581 | 1669370 | 4336 | 21720.401996 |
0.1 | 0.5 | -5.010450 | -5.164368 | -5.090792 | 712581 | 1669370 | 4336 | 22176.492660 |
0.5 | 0.5 | -5.010450 | -5.164368 | -5.090792 | 712581 | 1669370 | 4336 | 24919.644637 |
0.5 | 1 | -4.966721 | -5.133226 | -5.052001 | 712581 | 1669370 | 4336 | 63345.939952 |
0.5 | 2 | -4.974749 | -5.128793 | -5.046248 | 712581 | 1669370 | 4336 | 65246.380041 |