Complete result settings for EachMovie 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 | 2 | 10 | -8.992012 | -10.258003 | -9.638147 | 10613 | 17101 | 2588 | 56846.963947 |
| 5 | 0.1 | 0.5 | 5 | -8.857817 | -10.285616 | -9.607072 | 14478 | 26937 | 2554 | 59133.883282 |
| 5 | 0.1 | 2 | 5 | -9.004475 | -10.363926 | -9.639284 | 13173 | 23453 | 2398 | 60979.445714 |
| 5 | 0.1 | 1 | 5 | -8.911723 | -10.264289 | -9.595517 | 13048 | 23635 | 2482 | 62250.002561 |
| 5 | 0.1 | 0.5 | 10 | -8.812408 | -10.219629 | -9.633041 | 12916 | 22488 | 2768 | 62320.405857 |
| 5 | 0.1 | 2 | 1 | -9.057255 | -10.289704 | -9.609123 | 13527 | 24492 | 2294 | 63092.941414 |
| 5 | 0.5 | 0.5 | 5 | -8.677043 | -10.321073 | -9.595300 | 8387 | 10667 | 2778 | 65790.521320 |
| 5 | 0.5 | 0.5 | 10 | -8.658217 | -10.222744 | -9.621454 | 8757 | 11055 | 2976 | 65841.459575 |
| 5 | 0.1 | 1 | 10 | -8.880869 | -10.312951 | -9.665473 | 11307 | 18565 | 2692 | 65849.747316 |
| 5 | 0.5 | 0.5 | 1 | -8.863732 | -10.333004 | -9.607029 | 8709 | 12118 | 2542 | 66221.837749 |
| 5 | 0.1 | 0.5 | 1 | -8.936369 | -10.290099 | -9.566969 | 8789 | 12670 | 2436 | 66307.551718 |
| 5 | 0.5 | 2 | 5 | -8.765533 | -10.236548 | -9.578940 | 16116 | 30321 | 2608 | 67667.763935 |
| 5 | 0.5 | 2 | 10 | -8.699493 | -10.247821 | -9.618691 | 12005 | 19994 | 2856 | 68712.718078 |
| 5 | 0.5 | 2 | 1 | -8.863510 | -10.282367 | -9.588866 | 8456 | 11750 | 2458 | 70109.114793 |
| 5 | 0.1 | 1 | 1 | -9.040657 | -10.303812 | -9.636534 | 8129 | 11229 | 2330 | 70166.041140 |
| 5 | 0.5 | 1 | 1 | -8.778699 | -10.303672 | -9.589916 | 8595 | 11695 | 2592 | 70411.288856 |
| 2 | 0.5 | 2 | 1 | -9.437185 | -10.752598 | -10.050711 | 8406 | 11396 | 2562 | 70470.367875 |
| 5 | 0.5 | 1 | 10 | -8.717616 | -10.258584 | -9.593293 | 8493 | 10665 | 2876 | 70654.465887 |
| 5 | 0.5 | 1 | 5 | -8.662475 | -10.305382 | -9.588722 | 8311 | 10556 | 2748 | 70783.315300 |
| 2 | 0.5 | 2 | 10 | -8.965305 | -10.405063 | -9.757647 | 8739 | 11089 | 2954 | 70713.524909 |
| 2 | 0.5 | 2 | 5 | -9.107579 | -10.501489 | -9.825701 | 8237 | 10500 | 2712 | 70909.080180 |
| 2 | 0.5 | 1 | 1 | -9.639336 | -11.090756 | -10.415381 | 8302 | 10966 | 2622 | 70160.022054 |
| 2 | 0.5 | 0.5 | 5 | -9.218823 | -10.794051 | -10.110675 | 8297 | 10540 | 2758 | 66411.379935 |
| 2 | 0.5 | 0.5 | 1 | -9.727231 | -11.269862 | -10.523381 | 8304 | 10853 | 2650 | 66688.886747 |
| 2 | 0.5 | 0.5 | 10 | -9.080648 | -10.576335 | -9.919008 | 8694 | 11006 | 2938 | 66639.311284 |
| 2 | 0.1 | 1 | 10 | -9.062820 | -10.427494 | -9.784371 | 8468 | 10647 | 2858 | 66620.219187 |
| 2 | 0.5 | 1 | 5 | -9.157500 | -10.671732 | -9.975372 | 8295 | 10528 | 2756 | 70231.062255 |
| 2 | 0.1 | 0.5 | 5 | -9.158569 | -10.601557 | -9.848436 | 8291 | 10632 | 2718 | 66349.086405 |
| 2 | 0.1 | 0.5 | 10 | -9.116963 | -10.471377 | -9.833176 | 8382 | 10514 | 2828 | 66523.257927 |
| 2 | 0.5 | 1 | 10 | -8.985963 | -10.484339 | -9.864154 | 8834 | 11185 | 2998 | 70609.478726 |
| 2 | 0.1 | 2 | 5 | -9.002707 | -10.338452 | -9.583791 | 8303 | 10645 | 2716 | 69992.124579 |
| 2 | 0.1 | 2 | 1 | -9.313850 | -10.602455 | -9.922727 | 8396 | 11536 | 2508 | 70124.043524 |
| 2 | 0.1 | 2 | 10 | -9.020614 | -10.360172 | -9.693512 | 8475 | 10683 | 2854 | 70409.773087 |
| 2 | 0.1 | 1 | 5 | -9.121471 | -10.523076 | -9.762918 | 8166 | 10355 | 2690 | 70150.993427 |
| 2 | 0.1 | 1 | 1 | -9.436435 | -10.761935 | -10.039202 | 8294 | 11219 | 2552 | 70347.158605 |
| 2 | 0.1 | 0.5 | 1 | -9.581018 | -10.963131 | -10.238994 | 8294 | 11200 | 2526 | 70353.265677 |