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
| Split Penalty | Standard Deviation | L1 Penalty | Initial Evidence | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
| 5 | 0.1 | 0.5 | 5 | -3.498961 | -3.543955 | -3.614342 | 6619 | 11735 | 1832 | 66551.647611 |
| 5 | 0.1 | 1 | 1 | -3.566462 | -3.621177 | -3.668112 | 7474 | 13889 | 1758 | 66686.349133 |
| 5 | 0.1 | 0.5 | 1 | -3.545976 | -3.589305 | -3.648185 | 6788 | 11656 | 1800 | 67049.001002 |
| 2 | 0.1 | 0.5 | 10 | -3.957095 | -3.981025 | -4.088828 | 7113 | 13539 | 1814 | 67060.198299 |
| 5 | 0.5 | 0.5 | 10 | -3.460590 | -3.558585 | -3.601864 | 6779 | 11723 | 1872 | 67270.389345 |
| 2 | 0.1 | 1 | 10 | -3.938915 | -3.976082 | -4.066223 | 7153 | 13211 | 1810 | 67340.269722 |
| 5 | 0.5 | 0.5 | 1 | -3.586208 | -3.654259 | -3.695006 | 7037 | 12859 | 1766 | 67329.679332 |
| 5 | 0.5 | 1 | 10 | -3.418129 | -3.504048 | -3.549200 | 6820 | 11746 | 1856 | 67267.138839 |
| 5 | 0.1 | 1 | 5 | -3.479842 | -3.541635 | -3.595276 | 6453 | 10879 | 1884 | 67467.775338 |
| 5 | 0.1 | 0.5 | 10 | -3.730601 | -3.759239 | -3.847211 | 6579 | 11689 | 1832 | 67515.317111 |
| 2 | 0.1 | 0.5 | 1 | -4.018397 | -4.035098 | -4.140192 | 7152 | 13669 | 1742 | 67539.292466 |
| 5 | 0.5 | 0.5 | 5 | -3.515262 | -3.590135 | -3.655396 | 6868 | 12186 | 1854 | 67544.378693 |
| 2 | 0.1 | 2 | 10 | -3.910102 | -3.933626 | -4.033130 | 6651 | 11986 | 1794 | 67581.151103 |
| 5 | 0.1 | 1 | 10 | -3.507918 | -3.566656 | -3.619917 | 6722 | 11924 | 1830 | 67639.041302 |
| 2 | 0.1 | 1 | 1 | -3.978764 | -4.004998 | -4.099431 | 7557 | 15199 | 1728 | 67729.270585 |
| 5 | 0.5 | 1 | 1 | -3.474321 | -3.560527 | -3.601102 | 7031 | 12374 | 1866 | 67690.918415 |
| 5 | 0.1 | 2 | 1 | -3.459188 | -3.514140 | -3.577880 | 7076 | 12264 | 1854 | 67821.939497 |
| 2 | 0.1 | 1 | 5 | -3.870580 | -3.903703 | -4.009899 | 7064 | 12959 | 1836 | 67835.863380 |
| 5 | 0.1 | 2 | 5 | -3.496644 | -3.549331 | -3.625148 | 6531 | 11074 | 1850 | 67837.561122 |
| 2 | 0.5 | 2 | 1 | -3.907614 | -3.943595 | -4.026613 | 7732 | 15331 | 1736 | 67910.678007 |
| 2 | 0.5 | 0.5 | 10 | -3.887629 | -3.935261 | -4.020213 | 7124 | 13744 | 1742 | 67839.305856 |
| 5 | 0.5 | 1 | 5 | -3.431064 | -3.507502 | -3.557536 | 6975 | 12077 | 1888 | 67833.606723 |
| 2 | 0.1 | 0.5 | 5 | -3.894884 | -3.935722 | -4.032761 | 6818 | 12536 | 1802 | 68050.405765 |
| 2 | 0.5 | 2 | 10 | -3.868429 | -3.899784 | -4.014815 | 7156 | 13100 | 1806 | 68379.255772 |
| 2 | 0.1 | 2 | 1 | -3.903425 | -3.932337 | -4.022310 | 7107 | 13359 | 1762 | 68447.843345 |
| 2 | 0.5 | 0.5 | 5 | -3.859491 | -3.910568 | -4.002700 | 6992 | 13340 | 1784 | 68552.282468 |
| 2 | 0.1 | 2 | 5 | -3.909712 | -3.947290 | -4.046319 | 7019 | 12894 | 1828 | 68671.605328 |
| 2 | 0.5 | 1 | 10 | -3.909710 | -3.936967 | -4.046555 | 6711 | 12540 | 1798 | 68732.774029 |
| 2 | 0.5 | 0.5 | 1 | -3.968887 | -4.015531 | -4.093196 | 6949 | 13022 | 1704 | 68852.043897 |
| 5 | 0.5 | 2 | 10 | -3.396134 | -3.466713 | -3.522910 | 6835 | 11752 | 1902 | 69211.926187 |
| 5 | 0.5 | 2 | 1 | -3.486101 | -3.556389 | -3.603320 | 7194 | 13064 | 1810 | 69189.013670 |
| 2 | 0.5 | 2 | 5 | -3.765514 | -3.809448 | -3.888671 | 6464 | 11163 | 1890 | 69205.369184 |
| 5 | 0.5 | 2 | 5 | -3.425956 | -3.504827 | -3.555368 | 6860 | 12205 | 1844 | 69404.575899 |
| 2 | 0.5 | 1 | 1 | -3.907006 | -3.939572 | -4.044979 | 7396 | 13723 | 1832 | 69376.917105 |
| 2 | 0.5 | 1 | 5 | -4.188754 | -4.215396 | -4.298379 | 7481 | 14998 | 1734 | 69816.615260 |
| 5 | 0.1 | 2 | 10 | -3.754554 | -3.786286 | -3.841824 | 6751 | 12309 | 1792 | 70205.182189 |