Complete result settings for BBC 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 | -42.955876 | -45.187026 | -46.399764 | 539469 | 1254189 | 7864 | 19258.477265 |
0.5 | 0.5 | -42.769693 | -45.432743 | -46.671932 | 539469 | 1254189 | 7864 | 20058.540637 |
0.1 | 2 | -42.946120 | -45.179920 | -46.381383 | 539469 | 1254189 | 7864 | 26600.594094 |
0.5 | 1 | -42.834894 | -45.285054 | -46.517960 | 539469 | 1254189 | 7864 | 27016.744829 |
0.1 | 1 | -42.819947 | -45.294072 | -46.533044 | 539469 | 1254189 | 7864 | 33795.333328 |
0.1 | 0.5 | -42.764668 | -45.413041 | -46.668181 | 539469 | 1254189 | 7864 | 47537.653177 |
0.5 | 0.1 | -42.734908 | -45.619692 | -46.928757 | 539469 | 1254189 | 7864 | 22980.606416 |
0.1 | 0.1 | -42.733586 | -45.660249 | -46.949153 | 539469 | 1254189 | 7864 | 24491.013799 |