Complete result settings for KDDCup 2000 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 | -1.076432 | -1.087814 | -0.999010 | 727400 | 1654405 | 3186 | 26877.826948 |
0.5 | 1 | -1.076437 | -1.087814 | -0.999183 | 727400 | 1654405 | 3186 | 27836.203253 |
0.5 | 0.1 | -1.076441 | -1.087814 | -0.999273 | 727400 | 1654405 | 3186 | 29397.343924 |
0.1 | 0.5 | -1.076440 | -1.087811 | -0.999254 | 727400 | 1654405 | 3186 | 29813.633638 |
0.1 | 1 | -1.076437 | -1.087814 | -0.999183 | 727400 | 1654405 | 3186 | 28967.365290 |
0.5 | 0.5 | -1.076440 | -1.087811 | -0.999254 | 727400 | 1654405 | 3186 | 32107.690888 |
0.1 | 2 | -1.076432 | -1.087814 | -0.999010 | 727400 | 1654405 | 3186 | 29395.703173 |
0.1 | 0.1 | -1.076441 | -1.087814 | -0.999273 | 727400 | 1654405 | 3186 | 32311.492905 |