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 |
0.5 | 0.1 | -5.474974 | -5.561631 | -5.681174 | 570558 | 1287389 | 3390 | 12718.795448 |
0.5 | 2 | -5.474996 | -5.561378 | -5.680915 | 570558 | 1287389 | 3390 | 13611.361757 |
0.1 | 0.1 | -5.474974 | -5.561631 | -5.681174 | 570558 | 1287389 | 3390 | 13150.054887 |
0.1 | 1 | -5.475015 | -5.561605 | -5.681036 | 570558 | 1287389 | 3390 | 13772.523257 |
0.1 | 2 | -5.474996 | -5.561378 | -5.680915 | 570558 | 1287389 | 3390 | 14245.729319 |
0.5 | 1 | -5.475015 | -5.561605 | -5.681036 | 570558 | 1287389 | 3390 | 14388.822566 |
0.5 | 0.5 | -5.474985 | -5.561520 | -5.681126 | 570558 | 1287389 | 3390 | 14363.969344 |
0.1 | 0.5 | -5.474985 | -5.561520 | -5.681126 | 570558 | 1287389 | 3390 | 15303.798468 |