Complete result settings for EachMovie 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 | 0.5 | -9.445040 | -10.890933 | -10.135946 | 182557 | 405995 | 6710 | 16925.247970 |
0.5 | 2 | -9.512031 | -10.763583 | -10.038262 | 182557 | 405995 | 6710 | 36806.785517 |
0.1 | 0.1 | -9.434212 | -10.984318 | -10.203695 | 182557 | 405995 | 6710 | 36438.258542 |
0.5 | 1 | -9.462045 | -10.828834 | -10.075501 | 182557 | 405995 | 6710 | 40286.601505 |
0.1 | 1 | -9.462645 | -10.839060 | -10.086067 | 182557 | 405995 | 6710 | 42061.462685 |
0.1 | 0.5 | -9.446910 | -10.887579 | -10.133231 | 182557 | 405995 | 6710 | 41045.896075 |
0.5 | 0.1 | -9.431746 | -10.972887 | -10.199753 | 182557 | 405995 | 6710 | 53559.202762 |
0.1 | 2 | -9.510118 | -10.769410 | -10.029090 | 182557 | 405995 | 6710 | 59234.517983 |