Complete result settings for Jester 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 | -25.158887 | -25.643921 | -25.483880 | 854393 | 1981895 | 3894 | 57153.594332 |
0.5 | 0.5 | -25.160131 | -25.653887 | -25.495871 | 854393 | 1981895 | 3894 | 60709.579740 |
0.5 | 0.1 | -25.160129 | -25.656146 | -25.498397 | 854393 | 1981895 | 3894 | 63950.150098 |
0.5 | 1 | -25.157949 | -25.648623 | -25.492084 | 854393 | 1981895 | 3894 | 65919.165762 |
0.1 | 0.1 | -25.160129 | -25.656147 | -25.498398 | 854393 | 1981895 | 3894 | 67466.876475 |
0.1 | 1 | -25.157949 | -25.648624 | -25.492085 | 854393 | 1981895 | 3894 | 69492.974461 |
0.1 | 0.5 | -25.157663 | -25.652273 | -25.494504 | 854393 | 1981895 | 3894 | 71526.172368 |
0.1 | 2 | -25.154430 | -25.639725 | -25.477390 | 854393 | 1981895 | 3894 | 72777.999062 |