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
| Split Penalty | Standard Deviation | L1 Penalty | Train LL | Validation LL | Test LL | Node# | Edge# | Feature# | Learning Time |
| 10 | 0.5 | 2 | -80.543667 | -80.685948 | -80.938354 | 13396 | 27904 | 942 | 23.253463 |
| 10 | 0.5 | 1 | -80.337133 | -80.549817 | -80.741424 | 12597 | 26186 | 956 | 23.979353 |
| 10 | 0.1 | 2 | -80.829679 | -80.982034 | -81.155192 | 11920 | 24341 | 938 | 23.916363 |
| 10 | 0.1 | 1 | -80.805379 | -80.953588 | -81.132309 | 14921 | 31209 | 946 | 25.062189 |
| 10 | 0.1 | 0.1 | -80.788131 | -80.939166 | -81.121027 | 16607 | 35107 | 946 | 26.366990 |
| 10 | 0.5 | 0.1 | -80.251045 | -80.464475 | -80.656551 | 19941 | 41953 | 964 | 29.892455 |
| 5 | 0.1 | 2 | -80.314777 | -80.677358 | -80.864004 | 46583 | 104310 | 1070 | 76.984296 |
| 5 | 0.5 | 2 | -80.126976 | -80.535104 | -80.747181 | 48921 | 110438 | 1086 | 86.086911 |
| 5 | 0.5 | 1 | -79.882015 | -80.364895 | -80.604200 | 60966 | 139137 | 1126 | 122.118435 |
| 5 | 0.1 | 0.1 | -80.453547 | -80.843420 | -81.067462 | 65007 | 148547 | 1148 | 127.250654 |
| 5 | 0.1 | 1 | -80.682499 | -81.132937 | -81.389118 | 83395 | 190892 | 1278 | 196.202171 |
| 5 | 0.5 | 0.1 | -79.646393 | -80.218638 | -80.505322 | 102913 | 237423 | 1206 | 248.016295 |
| 2 | 0.1 | 2 | -79.376598 | -80.324312 | -80.410687 | 127503 | 291646 | 1532 | 1029.320518 |
| 2 | 0.5 | 2 | -78.740390 | -79.998887 | -80.097100 | 171465 | 393000 | 1682 | 1848.416997 |
| 2 | 0.1 | 1 | -79.141099 | -80.233613 | -80.349741 | 184932 | 422688 | 1738 | 1853.432234 |
| 2 | 0.5 | 1 | -78.515195 | -80.059513 | -80.150583 | 194227 | 444445 | 1842 | 2173.794532 |
| 2 | 0.1 | 0.1 | -78.853747 | -80.146268 | -80.258071 | 188122 | 429860 | 1834 | 2652.516755 |
| 2 | 0.5 | 0.1 | -78.112873 | -79.978684 | -80.059487 | 295508 | 677391 | 2136 | 4899.337186 |