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 |
0.1 | 0.1 | -2.522356 | -2.595947 | -2.563259 | 712581 | 1669370 | 4336 | 53199.838394 |
0.5 | 0.1 | -2.520631 | -2.595196 | -2.564031 | 712581 | 1669370 | 4336 | 61373.649786 |
0.5 | 1 | -2.521915 | -2.588367 | -2.556751 | 712581 | 1669370 | 4336 | 68679.715095 |