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 | 0.5 | -33.027000 | -34.627918 | -34.526722 | 295508 | 677391 | 2136 | 1683.858014 |
0.5 | 1 | -32.976206 | -34.561406 | -34.458991 | 295508 | 677391 | 2136 | 4957.696314 |
0.5 | 0.1 | -33.025907 | -34.642872 | -34.538104 | 295508 | 677391 | 2136 | 7619.025731 |
0.1 | 2 | -33.213401 | -34.570381 | -34.510314 | 295508 | 677391 | 2136 | 10895.233672 |
0.5 | 2 | -33.164153 | -34.549478 | -34.479906 | 295508 | 677391 | 2136 | 11402.752517 |
0.1 | 1 | -32.977615 | -34.573240 | -34.468296 | 295508 | 677391 | 2136 | 11781.715906 |
0.1 | 0.5 | -33.042170 | -34.633555 | -34.539455 | 295508 | 677391 | 2136 | 17022.085249 |
0.1 | 0.1 | -33.066261 | -34.660357 | -34.560632 | 295508 | 677391 | 2136 | 17145.285519 |