Complete result settings for DNA 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 | -11.217556 | -12.222106 | -12.159474 | 295508 | 677391 | 2136 | 2561.526588 |
0.5 | 2 | -11.309448 | -12.148761 | -12.099290 | 295508 | 677391 | 2136 | 3745.692567 |
0.1 | 2 | -11.408338 | -12.199633 | -12.152999 | 295508 | 677391 | 2136 | 7315.034944 |
0.5 | 0.5 | -11.160217 | -12.200401 | -12.145984 | 295508 | 677391 | 2136 | 8040.388674 |
0.1 | 1 | -11.204428 | -12.165830 | -12.113104 | 295508 | 677391 | 2136 | 8250.197778 |
0.1 | 0.1 | -11.264345 | -12.206294 | -12.152499 | 295508 | 677391 | 2136 | 11076.557107 |
0.5 | 1 | -11.207080 | -12.158595 | -12.109946 | 295508 | 677391 | 2136 | 12238.949396 |
0.1 | 0.5 | -11.158673 | -12.208426 | -12.144362 | 295508 | 677391 | 2136 | 12807.118021 |
0.5 | 0.1 | -11.217556 | -12.222106 | -12.159474 | 295508 | 677391 | 2136 | 2729.359073 |
0.1 | 0.1 | -11.264345 | -12.206294 | -12.152499 | 295508 | 677391 | 2136 | 15057.976838 |