Complete result settings for Accidents dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
| Tree# | C | Max. EM Iteration | Train CLL | Validation CLL | Test CLL | Learning Time |
| 1 | 0.100000 | 50 | -3.888498 | -3.930884 | -4.007731 | 364.284284 |
| 1 | 0.500000 | 10 | -3.608127 | -3.677144 | -3.761627 | 382.924847 |
| 1 | 0.100000 | 20 | -3.888498 | -3.930884 | -4.007731 | 373.045828 |
| 1 | 0.500000 | 20 | -3.608127 | -3.677144 | -3.761627 | 387.770687 |
| 1 | 2.000000 | 10 | -3.527352 | -3.621346 | -3.710940 | 412.092380 |
| 1 | 1.000000 | 10 | -3.551666 | -3.635696 | -3.722613 | 402.418925 |
| 1 | 0.100000 | 10 | -3.888498 | -3.930884 | -4.007731 | 374.840178 |
| 1 | 1.000000 | 20 | -3.551666 | -3.635696 | -3.722613 | 406.682102 |
| 1 | 2.000000 | 50 | -3.527352 | -3.621346 | -3.710940 | 408.389780 |
| 1 | 2.000000 | 20 | -3.527352 | -3.621346 | -3.710940 | 399.456570 |
| 1 | 1.000000 | 50 | -3.551666 | -3.635696 | -3.722613 | 441.588049 |
| 1 | 0.500000 | 50 | -3.608127 | -3.677144 | -3.761627 | 441.630867 |
| 2 | 0.100000 | 10 | -3.765723 | -3.898781 | -3.979853 | 8446.613608 |
| 2 | 2.000000 | 10 | -3.332751 | -3.639261 | -3.738780 | 8478.686518 |
| 2 | 0.500000 | 10 | -3.434101 | -3.676453 | -3.773417 | 8485.767697 |
| 2 | 2.000000 | 20 | -3.335005 | -3.640539 | -3.740940 | 8598.964824 |
| 2 | 1.000000 | 10 | -3.370496 | -3.634345 | -3.745899 | 8695.406924 |
| 2 | 2.000000 | 50 | -3.335005 | -3.640539 | -3.740940 | 8745.748899 |
| 2 | 0.500000 | 20 | -3.432483 | -3.675662 | -3.772418 | 10787.885888 |
| 2 | 0.500000 | 50 | -3.432483 | -3.675662 | -3.772418 | 10965.393664 |
| 3 | 0.100000 | 10 | -3.687953 | -3.896270 | -3.989250 | 15002.927081 |
| 3 | 2.000000 | 10 | -3.195200 | -3.725342 | -3.845312 | 15430.671208 |
| 3 | 0.500000 | 10 | -3.319457 | -3.711569 | -3.813493 | 15680.209315 |
| 3 | 1.000000 | 10 | -3.238799 | -3.696494 | -3.839916 | 15701.597832 |
| 2 | 0.100000 | 20 | -3.762864 | -3.897248 | -3.978716 | 16009.104793 |
| 2 | 1.000000 | 20 | -3.367945 | -3.635961 | -3.752123 | 16154.321873 |
| 2 | 0.100000 | 50 | -3.763410 | -3.898211 | -3.979371 | 18633.415516 |
| 2 | 1.000000 | 50 | -3.366581 | -3.635594 | -3.751606 | 22103.654839 |
| 4 | 0.100000 | 10 | -3.634325 | -3.915258 | -4.009339 | 22972.500549 |
| 4 | 0.500000 | 10 | -3.222451 | -3.776702 | -3.900308 | 23470.431199 |
| 4 | 2.000000 | 10 | -3.069859 | -3.874441 | -3.962711 | 23769.371278 |
| 4 | 1.000000 | 10 | -3.127663 | -3.781592 | -3.912426 | 23928.153500 |
| 3 | 0.500000 | 20 | -3.313998 | -3.715605 | -3.822884 | 24341.542888 |
| 3 | 2.000000 | 20 | -3.185338 | -3.732655 | -3.852561 | 25353.894771 |
| 3 | 0.100000 | 20 | -3.678278 | -3.898526 | -3.986954 | 28366.031822 |
| 3 | 0.500000 | 50 | -3.325344 | -3.730711 | -3.817210 | 29598.477283 |
| 3 | 1.000000 | 20 | -3.227903 | -3.697203 | -3.852545 | 29619.045973 |
| 3 | 2.000000 | 50 | -3.175410 | -3.744879 | -3.858589 | 30067.810286 |
| 3 | 1.000000 | 50 | -3.236995 | -3.724086 | -3.855289 | 36349.451491 |
| 4 | 0.100000 | 20 | -3.617529 | -3.918039 | -3.994132 | 44219.912064 |
| 4 | 0.500000 | 20 | -3.210435 | -3.791055 | -3.906801 | 44468.541082 |
| 4 | 2.000000 | 20 | -3.044224 | -3.890841 | -3.975997 | 44507.260805 |
| 4 | 1.000000 | 20 | -3.115392 | -3.796581 | -3.938877 | 45310.262263 |
| 3 | 0.100000 | 50 | -3.676371 | -3.901062 | -3.985761 | 54677.432216 |
| 4 | 0.500000 | 50 | -3.211586 | -3.796585 | -3.866266 | 58274.646747 |
| 4 | 0.100000 | 50 | -3.618215 | -3.908673 | -4.006471 | 63891.863574 |
| 4 | 2.000000 | 50 | -3.046281 | -3.883500 | -3.973666 | 66728.931440 |
| 4 | 1.000000 | 50 | -3.105847 | -3.822226 | -3.921849 | 71670.345433 |