Complete result settings for MSWeb 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 | 0.5 | -1.334217 | -1.387998 | -1.360029 | 570558 | 1287389 | 3390 | 18792.748067 |
0.1 | 1 | -1.334571 | -1.388364 | -1.360456 | 570558 | 1287389 | 3390 | 20948.377362 |
0.5 | 1 | -1.322157 | -1.380853 | -1.354765 | 570558 | 1287389 | 3390 | 68877.274062 |
0.1 | 0.1 | -1.334250 | -1.388124 | -1.360100 | 570558 | 1287389 | 3390 | 23624.068595 |