Complete result settings for Retail 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 | -4.780096 | -4.829501 | -4.842127 | 132657 | 306813 | 1448 | 2738.101745 |
0.1 | 0.5 | -4.778851 | -4.829872 | -4.844245 | 132657 | 306813 | 1448 | 2968.446726 |
0.5 | 1 | -4.778836 | -4.829696 | -4.844015 | 132657 | 306813 | 1448 | 2982.772548 |
0.1 | 1 | -4.778836 | -4.829695 | -4.844014 | 132657 | 306813 | 1448 | 3065.588959 |
0.5 | 0.5 | -4.778544 | -4.829688 | -4.843700 | 132657 | 306813 | 1448 | 3169.034232 |
0.5 | 0.1 | -4.778503 | -4.829909 | -4.844014 | 132657 | 306813 | 1448 | 3459.221118 |
0.1 | 0.1 | -4.778503 | -4.829909 | -4.844015 | 132657 | 306813 | 1448 | 3787.454218 |
0.1 | 2 | -4.780931 | -4.825540 | -4.841398 | 132657 | 306813 | 1448 | 7440.348894 |