Complete result settings for Kosarek 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 | 10 | -2.541241 | -2.635842 | -2.604100 | 2331.915197 |
| 1 | 1.000000 | 20 | -2.420875 | -2.653060 | -2.625359 | 2286.953780 |
| 1 | 0.100000 | 20 | -2.541241 | -2.635842 | -2.604100 | 2407.188389 |
| 1 | 0.500000 | 10 | -2.440422 | -2.629735 | -2.601323 | 2339.894097 |
| 1 | 2.000000 | 20 | -2.414880 | -2.676703 | -2.655894 | 2400.830434 |
| 1 | 1.000000 | 10 | -2.420875 | -2.653060 | -2.625359 | 2440.562763 |
| 1 | 0.500000 | 20 | -2.440422 | -2.629735 | -2.601323 | 2448.847501 |
| 1 | 2.000000 | 10 | -2.414880 | -2.676703 | -2.655894 | 2483.281693 |
| 1 | 0.100000 | 50 | -2.541241 | -2.635842 | -2.604100 | 2575.812100 |
| 1 | 1.000000 | 50 | -2.420875 | -2.653060 | -2.625359 | 2597.141730 |
| 1 | 0.500000 | 50 | -2.440422 | -2.629735 | -2.601323 | 2593.908700 |
| 1 | 2.000000 | 50 | -2.414880 | -2.676703 | -2.655894 | 2662.876890 |
| 2 | 0.100000 | 10 | -2.484272 | -2.634270 | -2.601231 | 36348.637554 |
| 2 | 0.500000 | 10 | -2.334706 | -2.660244 | -2.619626 | 39942.407719 |
| 2 | 1.000000 | 10 | -2.295340 | -2.692345 | -2.673580 | 41086.859106 |
| 2 | 2.000000 | 10 | -2.276559 | -2.753564 | -2.736071 | 43788.188985 |
| 2 | 0.100000 | 20 | -2.482581 | -2.632509 | -2.601213 | 65846.799265 |
| 3 | 0.100000 | 10 | -2.443990 | -2.630551 | -2.603200 | 65962.221011 |
| 3 | 0.500000 | 10 | -2.268002 | -2.686437 | -2.636454 | 71230.552393 |
| 3 | 1.000000 | 10 | -2.215657 | -2.730838 | -2.708416 | 74846.714025 |
| 2 | 0.500000 | 20 | -2.334013 | -2.659655 | -2.619346 | 75569.260123 |
| 2 | 1.000000 | 20 | -2.293617 | -2.692212 | -2.674748 | 76153.066927 |
| 3 | 2.000000 | 10 | -2.179600 | -2.822047 | -2.790107 | 79072.603301 |
| 2 | 2.000000 | 20 | -2.275249 | -2.755949 | -2.734538 | 82279.104604 |