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 | 2 | -6.455536 | -6.672107 | -7.048829 | 245295 | 553003 | 6416 | 73563.415660 |
0.1 | 2 | -6.455240 | -6.669206 | -7.046854 | 245295 | 553003 | 6416 | 80161.722564 |
0.5 | 0.1 | -6.413497 | -6.731380 | -7.126722 | 245295 | 553003 | 6416 | 39597.955194 |
0.1 | 0.1 | -6.413507 | -6.729393 | -7.126363 | 245295 | 553003 | 6416 | 42656.109285 |