Complete result settings for Audio 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 | -7.113008 | -7.291426 | -7.355461 | 7854 | 19306 | 1496 | 32378.813671 |
| 5 | 0.1 | 2 | 10 | -7.127086 | -7.280024 | -7.348074 | 8406 | 22414 | 1430 | 34849.787026 |
| 5 | 0.5 | 1 | 10 | -7.097920 | -7.289088 | -7.362276 | 10849 | 26673 | 1560 | 35052.512207 |
| 5 | 0.1 | 0.5 | 10 | -7.110931 | -7.281167 | -7.362630 | 8746 | 20310 | 1498 | 37238.047956 |
| 5 | 0.1 | 1 | 10 | -7.113154 | -7.278300 | -7.360539 | 7543 | 16527 | 1494 | 39072.347099 |
| 5 | 0.5 | 1 | 5 | -7.101615 | -7.311554 | -7.388430 | 10463 | 23281 | 1606 | 41958.831287 |
| 5 | 0.5 | 0.5 | 10 | -7.087613 | -7.292610 | -7.373317 | 9211 | 25084 | 1608 | 43387.949028 |
| 5 | 0.1 | 2 | 5 | -7.122315 | -7.284016 | -7.378366 | 13453 | 31768 | 1500 | 44584.530120 |
| 5 | 0.5 | 2 | 5 | -7.107725 | -7.300501 | -7.380367 | 20495 | 49002 | 1570 | 45183.418075 |
| 5 | 0.1 | 1 | 5 | -7.113993 | -7.307975 | -7.377256 | 11973 | 29587 | 1540 | 48482.625519 |
| 5 | 0.1 | 0.5 | 5 | -7.108890 | -7.303275 | -7.381729 | 11882 | 26931 | 1570 | 49172.490645 |
| 5 | 0.5 | 0.5 | 5 | -7.090253 | -7.313075 | -7.387562 | 12715 | 28759 | 1658 | 50094.320505 |
| 5 | 0.5 | 2 | 1 | -7.131174 | -7.348578 | -7.407056 | 6160 | 10815 | 1738 | 65692.217264 |
| 2 | 0.5 | 1 | 1 | -7.378504 | -7.535025 | -7.614552 | 5967 | 10635 | 1728 | 65728.857694 |
| 2 | 0.1 | 1 | 1 | -7.381777 | -7.526733 | -7.619292 | 5807 | 10397 | 1662 | 65729.664571 |
| 2 | 0.1 | 0.5 | 10 | -7.082280 | -7.285414 | -7.370297 | 5462 | 7778 | 2040 | 65776.971379 |
| 2 | 0.5 | 2 | 10 | -7.079688 | -7.285916 | -7.371160 | 5467 | 7784 | 2036 | 65768.858613 |
| 5 | 0.1 | 0.5 | 1 | -7.140250 | -7.341116 | -7.404605 | 6072 | 10676 | 1722 | 65743.600453 |
| 2 | 0.1 | 1 | 10 | -7.087429 | -7.292036 | -7.367459 | 5375 | 7615 | 2008 | 65776.897390 |
| 5 | 0.5 | 1 | 1 | -7.112440 | -7.348654 | -7.420955 | 6367 | 11158 | 1812 | 65776.612434 |
| 2 | 0.1 | 0.5 | 5 | -7.138605 | -7.323035 | -7.409203 | 5518 | 8534 | 1934 | 65829.157446 |
| 2 | 0.1 | 1 | 5 | -7.145458 | -7.324095 | -7.404484 | 5323 | 8255 | 1854 | 65823.783263 |
| 2 | 0.1 | 2 | 5 | -7.131125 | -7.307787 | -7.399814 | 5357 | 8309 | 1864 | 65833.553778 |
| 2 | 0.5 | 1 | 10 | -7.093858 | -7.287020 | -7.371182 | 5374 | 7608 | 2008 | 65876.837198 |
| 2 | 0.1 | 2 | 1 | -7.356458 | -7.507459 | -7.593172 | 5911 | 10551 | 1688 | 65965.680691 |
| 2 | 0.5 | 0.5 | 5 | -7.154274 | -7.337854 | -7.418924 | 5409 | 8403 | 1888 | 65963.100084 |
| 2 | 0.1 | 0.5 | 1 | -7.393325 | -7.536560 | -7.624827 | 5699 | 10207 | 1640 | 65959.534626 |
| 2 | 0.5 | 1 | 5 | -7.138815 | -7.317016 | -7.406551 | 5484 | 8488 | 1920 | 65935.870223 |
| 5 | 0.1 | 2 | 1 | -7.149547 | -7.328541 | -7.404317 | 5760 | 10056 | 1640 | 66013.274456 |
| 2 | 0.5 | 2 | 5 | -7.145981 | -7.327579 | -7.401386 | 5661 | 8838 | 1954 | 66173.987024 |
| 2 | 0.5 | 0.5 | 1 | -7.384533 | -7.528753 | -7.616455 | 5965 | 10762 | 1682 | 66145.120412 |
| 2 | 0.5 | 2 | 1 | -7.344977 | -7.512923 | -7.591178 | 6082 | 10822 | 1776 | 66145.240394 |
| 2 | 0.1 | 2 | 10 | -7.098398 | -7.281434 | -7.363250 | 5181 | 7552 | 1910 | 66196.954532 |
| 2 | 0.5 | 0.5 | 10 | -7.094964 | -7.290864 | -7.383010 | 5432 | 7734 | 2024 | 66378.842881 |
| 5 | 0.1 | 1 | 1 | -7.137882 | -7.313342 | -7.390004 | 6048 | 10729 | 1696 | 66766.714916 |
| 5 | 0.5 | 0.5 | 1 | -7.095357 | -7.352932 | -7.426444 | 6489 | 11193 | 1912 | 68491.787665 |