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 | 0.5 | 2 | 10 | -4.993175 | -5.133648 | -5.053064 | 9284 | 14646 | 2846 | 60755.303789 |
| 2 | 0.5 | 0.1 | 20 | -5.068180 | -5.251512 | -5.145844 | 10101 | 13801 | 3766 | 60781.254844 |
| 2 | 0.5 | 0.5 | 20 | -5.062425 | -5.242185 | -5.139309 | 10098 | 13732 | 3766 | 60798.095284 |
| 2 | 0.5 | 2 | 20 | -5.056913 | -5.221383 | -5.114373 | 9784 | 13459 | 3618 | 60792.763095 |
| 2 | 0.5 | 1 | 20 | -5.064701 | -5.233234 | -5.129588 | 9893 | 13468 | 3682 | 60766.701056 |
| 5 | 0.5 | 0.5 | 10 | -4.981680 | -5.160669 | -5.067760 | 9266 | 13948 | 3050 | 60845.899016 |
| 2 | 0.5 | 1 | 10 | -5.057359 | -5.240016 | -5.131212 | 8447 | 11462 | 3094 | 60771.731292 |
| 2 | 0.5 | 0.1 | 10 | -5.069486 | -5.255872 | -5.154385 | 8361 | 11250 | 3084 | 60806.793961 |
| 5 | 0.5 | 0.5 | 20 | -5.012770 | -5.185161 | -5.087465 | 10481 | 15411 | 3640 | 60865.202082 |
| 2 | 0.5 | 0.5 | 10 | -5.061574 | -5.244660 | -5.144250 | 8505 | 11512 | 3124 | 60833.995826 |
| 2 | 0.5 | 2 | 30 | -5.072511 | -5.224532 | -5.116989 | 11144 | 15402 | 4158 | 60899.085931 |
| 5 | 0.5 | 1 | 10 | -4.973954 | -5.139855 | -5.053470 | 9384 | 14477 | 3018 | 61033.859442 |
| 5 | 0.5 | 2 | 20 | -5.019320 | -5.174462 | -5.075691 | 10040 | 14721 | 3474 | 61030.726918 |
| 5 | 0.5 | 2 | 30 | -5.020866 | -5.177862 | -5.069879 | 11973 | 18289 | 4172 | 61070.778830 |
| 2 | 0.5 | 0.1 | 30 | -5.062176 | -5.251145 | -5.137477 | 11501 | 15722 | 4332 | 61084.371763 |
| 2 | 0.5 | 0.5 | 30 | -5.058317 | -5.243297 | -5.138032 | 11561 | 15875 | 4350 | 61137.218729 |
| 5 | 0.5 | 0.1 | 10 | -4.998740 | -5.178985 | -5.085675 | 9208 | 13884 | 3030 | 61169.142876 |
| 5 | 0.5 | 1 | 20 | -5.012292 | -5.181057 | -5.080666 | 10495 | 15546 | 3610 | 61184.701511 |
| 2 | 0.5 | 1 | 30 | -5.068763 | -5.236839 | -5.132051 | 11453 | 15836 | 4286 | 61152.962336 |
| 5 | 0.5 | 0.1 | 30 | -5.046562 | -5.220718 | -5.108245 | 11237 | 15846 | 4140 | 61284.238379 |
| 5 | 0.5 | 0.1 | 20 | -5.028580 | -5.205844 | -5.102032 | 10157 | 14640 | 3614 | 61341.569663 |
| 5 | 0.5 | 1 | 30 | -5.030597 | -5.191696 | -5.086199 | 11804 | 17265 | 4202 | 61529.607077 |
| 5 | 0.5 | 0.5 | 30 | -5.039669 | -5.214478 | -5.098482 | 11531 | 16935 | 4128 | 61521.568299 |
| 2 | 0.5 | 2 | 10 | -5.034717 | -5.215284 | -5.109224 | 8248 | 11143 | 3018 | 62391.573038 |
| 2 | 0.5 | 1 | 40 | -5.068910 | -5.233872 | -5.127814 | 12478 | 17486 | 4692 | 61245.012342 |
| 2 | 0.5 | 2 | 40 | -5.076477 | -5.225022 | -5.119856 | 12375 | 17140 | 4662 | 61293.925906 |
| 5 | 0.5 | 0.5 | 40 | -5.070546 | -5.233992 | -5.116145 | 12065 | 17040 | 4506 | 61375.316532 |
| 5 | 0.5 | 1 | 40 | -5.067183 | -5.223046 | -5.106709 | 12095 | 16828 | 4520 | 61452.210843 |
| 2 | 0.5 | 0.5 | 40 | -5.064959 | -5.242607 | -5.133283 | 12587 | 17815 | 4730 | 61498.868750 |
| 2 | 0.5 | 0.1 | 40 | -5.062806 | -5.250488 | -5.135649 | 12611 | 17277 | 4778 | 61618.068628 |
| 5 | 0.5 | 2 | 40 | -5.074169 | -5.216544 | -5.098274 | 12272 | 17665 | 4536 | 61695.806810 |
| 5 | 0.5 | 0.1 | 40 | -5.065147 | -5.240552 | -5.119836 | 12078 | 16781 | 4532 | 61666.449273 |