Complete result settings for Netflix 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 |
| 2 | 0.1 | 0.5 | 5 | -10.428978 | -10.619204 | -10.654968 | 5859 | 9311 | 2022 | 65601.590041 |
| 2 | 0.1 | 2 | 5 | -10.416051 | -10.610429 | -10.640280 | 5696 | 8875 | 1974 | 65682.308771 |
| 2 | 0.1 | 2 | 1 | -10.538513 | -10.712299 | -10.728712 | 5895 | 9885 | 1912 | 65663.433640 |
| 2 | 0.1 | 1 | 5 | -10.405799 | -10.604590 | -10.641620 | 5964 | 9322 | 2078 | 65741.997697 |
| 5 | 0.1 | 2 | 1 | -10.379586 | -10.643615 | -10.617835 | 5685 | 9221 | 1886 | 65627.447111 |
| 5 | 0.5 | 2 | 1 | -10.373895 | -10.634083 | -10.618412 | 5777 | 9373 | 1922 | 65712.959110 |
| 2 | 0.5 | 0.5 | 10 | -10.414272 | -10.614273 | -10.644181 | 5632 | 9114 | 1926 | 65725.443213 |
| 5 | 0.1 | 1 | 5 | -10.320572 | -10.601945 | -10.590176 | 5432 | 8649 | 1840 | 65675.291837 |
| 5 | 0.1 | 1 | 1 | -10.415467 | -10.650776 | -10.647157 | 5682 | 9331 | 1866 | 65705.607228 |
| 5 | 0.1 | 0.5 | 10 | -10.306731 | -10.579473 | -10.587233 | 5432 | 8738 | 1862 | 65713.346052 |
| 2 | 0.5 | 0.5 | 1 | -10.583900 | -10.742384 | -10.774035 | 5822 | 10056 | 1830 | 65817.256255 |
| 2 | 0.1 | 0.5 | 1 | -10.546372 | -10.709657 | -10.743150 | 6152 | 10618 | 1930 | 65899.005828 |
| 5 | 0.1 | 0.5 | 1 | -10.426952 | -10.672118 | -10.658574 | 5676 | 9357 | 1834 | 65775.799557 |
| 2 | 0.1 | 0.5 | 10 | -10.443110 | -10.634798 | -10.651445 | 5978 | 9882 | 2036 | 65914.774430 |
| 2 | 0.5 | 0.5 | 5 | -10.429557 | -10.623811 | -10.662607 | 5678 | 8880 | 1960 | 65864.807026 |
| 5 | 0.5 | 1 | 1 | -10.368761 | -10.624053 | -10.626452 | 5993 | 9741 | 1998 | 65875.579389 |
| 5 | 0.5 | 0.5 | 10 | -10.287069 | -10.571998 | -10.597271 | 5621 | 8967 | 1942 | 65850.057268 |
| 5 | 0.5 | 0.5 | 1 | -10.414578 | -10.661921 | -10.660712 | 5721 | 9337 | 1898 | 65842.121475 |
| 5 | 0.5 | 2 | 10 | -10.291115 | -10.581735 | -10.579861 | 6023 | 10724 | 1886 | 65972.794610 |
| 2 | 0.5 | 1 | 5 | -10.428842 | -10.623443 | -10.647152 | 5621 | 8793 | 1944 | 65922.875198 |
| 5 | 0.1 | 1 | 10 | -10.309482 | -10.583367 | -10.586014 | 5360 | 8572 | 1838 | 65925.891740 |
| 5 | 0.1 | 0.5 | 5 | -10.319234 | -10.598888 | -10.589723 | 5488 | 8812 | 1866 | 65944.693882 |
| 2 | 0.1 | 1 | 1 | -10.599434 | -10.745750 | -10.783161 | 5656 | 9542 | 1866 | 66044.903647 |
| 2 | 0.5 | 2 | 5 | -10.428082 | -10.610659 | -10.643437 | 5561 | 8701 | 1920 | 66036.183974 |
| 5 | 0.1 | 2 | 10 | -10.300170 | -10.571554 | -10.577678 | 5625 | 9320 | 1860 | 65993.359484 |
| 5 | 0.5 | 0.5 | 5 | -10.314413 | -10.606868 | -10.595059 | 5635 | 9250 | 1890 | 65949.612134 |
| 2 | 0.1 | 1 | 10 | -10.433562 | -10.626444 | -10.653118 | 5959 | 9785 | 2042 | 66188.599802 |
| 2 | 0.5 | 1 | 10 | -10.457029 | -10.637325 | -10.663865 | 5679 | 9356 | 1932 | 66174.114004 |
| 2 | 0.1 | 2 | 10 | -10.449601 | -10.631939 | -10.656348 | 5639 | 9388 | 1904 | 66189.032736 |
| 5 | 0.5 | 1 | 5 | -10.290365 | -10.608548 | -10.590136 | 5834 | 9570 | 1962 | 66230.734397 |
| 5 | 0.5 | 1 | 10 | -10.284573 | -10.563323 | -10.582572 | 5619 | 9016 | 1926 | 66182.759690 |
| 2 | 0.5 | 1 | 1 | -10.686827 | -10.826942 | -10.850866 | 5986 | 11116 | 1798 | 66497.426853 |
| 2 | 0.5 | 2 | 10 | -10.455740 | -10.636729 | -10.658231 | 5623 | 9354 | 1900 | 66440.145561 |
| 2 | 0.5 | 2 | 1 | -10.681925 | -10.825212 | -10.851078 | 6032 | 11190 | 1816 | 66474.064406 |
| 5 | 0.1 | 2 | 5 | -10.316087 | -10.617683 | -10.591662 | 5554 | 9058 | 1840 | 66471.874738 |
| 5 | 0.5 | 2 | 5 | -10.311036 | -10.610084 | -10.596311 | 5637 | 9209 | 1872 | 66977.885813 |