Complete result settings for Plants 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 | -4.460573 | -4.841485 | -4.830808 | 759064 | 1724349 | 6650 | 40488.365832 |
0.1 | 0.5 | -4.463369 | -4.829503 | -4.824818 | 759064 | 1724349 | 6650 | 44282.876978 |
0.1 | 0.1 | -4.475179 | -4.835798 | -4.834111 | 759064 | 1724349 | 6650 | 51015.084527 |
0.5 | 1 | -4.454985 | -4.821265 | -4.809336 | 759064 | 1724349 | 6650 | 59629.954868 |
0.5 | 0.5 | -4.447615 | -4.830272 | -4.818637 | 759064 | 1724349 | 6650 | 70396.026177 |
0.5 | 2 | -4.469363 | -4.816241 | -4.794215 | 759064 | 1724349 | 6650 | 78041.570877 |