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 | 0.1 | -115.323222 | -120.556184 | -123.913843 | 539469 | 1254189 | 7864 | 9198.504613 |
0.1 | 0.1 | -115.306003 | -120.592661 | -123.932533 | 539469 | 1254189 | 7864 | 9973.040867 |
0.5 | 0.5 | -115.287815 | -120.459526 | -123.777796 | 539469 | 1254189 | 7864 | 22283.818343 |
0.5 | 2 | -115.549281 | -120.078916 | -123.503594 | 539469 | 1254189 | 7864 | 24929.986065 |
0.1 | 2 | -115.529096 | -120.144547 | -123.573657 | 539469 | 1254189 | 7864 | 30452.787471 |
0.5 | 1 | -115.357787 | -120.281426 | -123.614747 | 539469 | 1254189 | 7864 | 31825.881729 |
0.1 | 1 | -115.344045 | -120.272670 | -123.669479 | 539469 | 1254189 | 7864 | 38901.663047 |
0.1 | 0.5 | -115.277819 | -120.432176 | -123.758769 | 539469 | 1254189 | 7864 | 44127.245638 |