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
| Split Penalty | Standard Deviation | L1 Penalty | Initial Evidence | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
| 5 | 0.1 | 1 | 5 | -2.557010 | -2.600194 | -2.567663 | 6429 | 11314 | 1234 | 18799.413053 |
| 5 | 0.1 | 2 | 5 | -2.566272 | -2.608546 | -2.570572 | 6528 | 11830 | 1192 | 18955.159376 |
| 5 | 0.1 | 1 | 10 | -2.557010 | -2.600194 | -2.567663 | 6429 | 11314 | 1234 | 19116.407864 |
| 5 | 0.1 | 2 | 10 | -2.566272 | -2.608546 | -2.570572 | 6528 | 11830 | 1192 | 20222.858657 |
| 5 | 0.1 | 2 | 1 | -2.568527 | -2.614277 | -2.577114 | 5738 | 9656 | 1232 | 22184.602427 |
| 5 | 0.1 | 0.5 | 5 | -2.551578 | -2.594623 | -2.567044 | 6627 | 11545 | 1290 | 22953.890478 |
| 5 | 0.1 | 1 | 1 | -2.560067 | -2.601336 | -2.572142 | 6959 | 12295 | 1266 | 23129.610764 |
| 5 | 0.1 | 0.5 | 1 | -2.554297 | -2.599611 | -2.568331 | 6530 | 11232 | 1286 | 23075.528986 |
| 5 | 0.1 | 0.5 | 10 | -2.551578 | -2.594623 | -2.567044 | 6627 | 11545 | 1290 | 23161.733880 |
| 5 | 0.5 | 2 | 1 | -2.543281 | -2.595544 | -2.575863 | 5658 | 9350 | 1314 | 24670.978440 |
| 5 | 0.5 | 2 | 5 | -2.544763 | -2.591233 | -2.570737 | 7622 | 14010 | 1300 | 25281.490628 |
| 5 | 0.5 | 2 | 10 | -2.544763 | -2.591233 | -2.570737 | 7622 | 14010 | 1300 | 25446.727508 |
| 5 | 0.5 | 1 | 10 | -2.531709 | -2.593007 | -2.570551 | 7091 | 12543 | 1414 | 29292.920798 |
| 5 | 0.5 | 0.5 | 10 | -2.525829 | -2.595935 | -2.565659 | 7698 | 14384 | 1434 | 29862.019282 |
| 5 | 0.5 | 1 | 5 | -2.531709 | -2.593007 | -2.570551 | 7091 | 12543 | 1414 | 31083.141644 |
| 5 | 0.5 | 0.5 | 5 | -2.525829 | -2.595935 | -2.565659 | 7698 | 14384 | 1434 | 30695.083637 |
| 5 | 0.5 | 0.5 | 1 | -2.526886 | -2.590064 | -2.568859 | 8365 | 15416 | 1488 | 33489.611805 |
| 5 | 0.5 | 1 | 1 | -2.531819 | -2.597116 | -2.570652 | 7512 | 13045 | 1458 | 32018.429458 |
| 2 | 0.1 | 2 | 10 | -2.518872 | -2.582838 | -2.548580 | 11822 | 23206 | 1874 | 61376.872296 |
| 2 | 0.1 | 2 | 5 | -2.518872 | -2.582838 | -2.548580 | 11822 | 23206 | 1874 | 63729.174692 |
| 2 | 0.1 | 0.5 | 10 | -2.504826 | -2.575532 | -2.550275 | 7011 | 10753 | 2164 | 65731.755254 |
| 2 | 0.5 | 1 | 1 | -2.498516 | -2.590967 | -2.559495 | 6842 | 10047 | 2310 | 65917.473020 |
| 2 | 0.5 | 2 | 5 | -2.494955 | -2.582655 | -2.558739 | 6468 | 9769 | 2082 | 65991.727731 |
| 2 | 0.5 | 2 | 1 | -2.501190 | -2.589132 | -2.555480 | 6642 | 9897 | 2136 | 65978.956673 |
| 2 | 0.5 | 1 | 5 | -2.492077 | -2.589263 | -2.561777 | 6880 | 9960 | 2332 | 66144.778464 |
| 2 | 0.5 | 1 | 10 | -2.502563 | -2.592038 | -2.567642 | 6590 | 9502 | 2238 | 66031.922621 |
| 2 | 0.5 | 0.5 | 1 | -2.524887 | -2.619001 | -2.586598 | 6447 | 9642 | 2108 | 66063.170871 |
| 2 | 0.5 | 2 | 10 | -2.494955 | -2.582655 | -2.558739 | 6468 | 9769 | 2082 | 66268.676629 |
| 2 | 0.1 | 0.5 | 1 | -2.527465 | -2.596076 | -2.558654 | 6314 | 9399 | 2050 | 66213.766976 |
| 2 | 0.5 | 0.5 | 5 | -2.508586 | -2.602001 | -2.580064 | 6448 | 9168 | 2246 | 66102.789848 |
| 2 | 0.1 | 2 | 1 | -2.529169 | -2.584421 | -2.553533 | 6273 | 9692 | 1882 | 66338.530009 |
| 2 | 0.5 | 0.5 | 10 | -2.509861 | -2.604322 | -2.580728 | 6396 | 9070 | 2234 | 66444.068965 |
| 2 | 0.1 | 1 | 5 | -2.516169 | -2.582555 | -2.550739 | 6021 | 8745 | 1970 | 66508.703140 |
| 2 | 0.1 | 1 | 1 | -2.520137 | -2.583876 | -2.553566 | 6515 | 9782 | 2048 | 66946.805538 |
| 2 | 0.1 | 1 | 10 | -2.516169 | -2.582555 | -2.550739 | 6021 | 8745 | 1970 | 67266.093998 |
| 2 | 0.1 | 0.5 | 5 | -2.512072 | -2.574829 | -2.551616 | 6142 | 8810 | 2042 | 67378.859856 |