Complete result settings for Jester 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 | -9.891476 | -10.053666 | -10.081303 | 6176 | 13026 | 1230 | 15845.463123 |
| 5 | 0.1 | 2 | 10 | -9.909156 | -10.067303 | -10.076467 | 6918 | 15706 | 1188 | 15935.475439 |
| 5 | 0.1 | 1 | 10 | -9.882586 | -10.056875 | -10.084961 | 7566 | 16801 | 1256 | 16793.907937 |
| 5 | 0.1 | 2 | 5 | -9.922782 | -10.088712 | -10.088069 | 8189 | 18372 | 1166 | 17947.876507 |
| 5 | 0.5 | 1 | 10 | -9.876090 | -10.075762 | -10.087379 | 7539 | 16567 | 1282 | 18378.102102 |
| 5 | 0.1 | 0.5 | 10 | -9.872041 | -10.063605 | -10.079932 | 7709 | 17887 | 1290 | 18615.211056 |
| 5 | 0.5 | 2 | 5 | -9.913974 | -10.102169 | -10.089040 | 9364 | 20827 | 1198 | 19775.037736 |
| 5 | 0.1 | 0.5 | 5 | -9.897692 | -10.100817 | -10.091126 | 8462 | 18280 | 1240 | 19821.014746 |
| 5 | 0.1 | 1 | 5 | -9.896037 | -10.087645 | -10.087880 | 11679 | 25276 | 1236 | 20230.160547 |
| 5 | 0.5 | 0.5 | 10 | -9.855227 | -10.068012 | -10.076565 | 10666 | 23491 | 1346 | 20802.805492 |
| 5 | 0.5 | 0.5 | 5 | -9.883911 | -10.094836 | -10.096441 | 8274 | 16957 | 1288 | 22554.971122 |
| 5 | 0.5 | 1 | 5 | -9.891329 | -10.103816 | -10.082742 | 9100 | 19782 | 1258 | 22600.269236 |
| 5 | 0.1 | 2 | 1 | -9.940657 | -10.139084 | -10.144229 | 13404 | 28417 | 1364 | 30272.231920 |
| 5 | 0.1 | 1 | 1 | -9.916627 | -10.126556 | -10.135556 | 18283 | 40067 | 1470 | 34413.734316 |
| 5 | 0.5 | 0.5 | 1 | -9.889219 | -10.182442 | -10.153663 | 14408 | 30796 | 1596 | 44681.144432 |
| 5 | 0.5 | 1 | 1 | -9.884654 | -10.184504 | -10.150331 | 15986 | 34331 | 1554 | 46791.381627 |
| 5 | 0.1 | 0.5 | 1 | -9.860076 | -10.153593 | -10.148724 | 18312 | 38757 | 1854 | 51430.972303 |
| 5 | 0.5 | 2 | 1 | -9.894616 | -10.126755 | -10.149426 | 21177 | 46536 | 1688 | 54796.055733 |
| 2 | 0.5 | 1 | 1 | -9.887322 | -10.224367 | -10.245634 | 6798 | 10925 | 2214 | 65465.552722 |
| 2 | 0.1 | 2 | 5 | -9.664530 | -10.162456 | -10.160664 | 6788 | 9885 | 2454 | 65509.616024 |
| 2 | 0.5 | 1 | 5 | -9.712640 | -10.169013 | -10.173732 | 6649 | 9710 | 2392 | 65554.615183 |
| 2 | 0.1 | 1 | 1 | -9.813940 | -10.266464 | -10.246071 | 7443 | 12013 | 2454 | 65598.701481 |
| 2 | 0.1 | 0.5 | 5 | -9.656434 | -10.206476 | -10.188286 | 7207 | 10532 | 2614 | 65618.841419 |
| 2 | 0.1 | 2 | 10 | -9.570997 | -10.173212 | -10.195916 | 7246 | 10380 | 2708 | 65636.535729 |
| 2 | 0.1 | 0.5 | 10 | -9.571479 | -10.224490 | -10.213278 | 7564 | 10714 | 2844 | 65660.741049 |
| 2 | 0.5 | 0.5 | 10 | -9.666156 | -10.150284 | -10.175419 | 6688 | 9483 | 2496 | 65662.995706 |
| 2 | 0.1 | 1 | 5 | -9.663898 | -10.195996 | -10.156166 | 7229 | 10597 | 2618 | 65692.140276 |
| 2 | 0.5 | 2 | 1 | -9.867478 | -10.231171 | -10.215226 | 6764 | 10859 | 2218 | 65653.935083 |
| 2 | 0.1 | 1 | 10 | -9.598863 | -10.169365 | -10.176250 | 7169 | 10241 | 2684 | 65717.207465 |
| 2 | 0.5 | 0.5 | 1 | -9.903504 | -10.260330 | -10.269956 | 6765 | 10854 | 2210 | 65730.761405 |
| 2 | 0.5 | 2 | 10 | -9.639098 | -10.168488 | -10.145532 | 6717 | 9589 | 2506 | 65720.004040 |
| 2 | 0.5 | 1 | 10 | -9.648435 | -10.187145 | -10.167885 | 6763 | 9613 | 2522 | 65731.063358 |
| 2 | 0.1 | 0.5 | 1 | -9.823576 | -10.245436 | -10.238205 | 7383 | 11724 | 2452 | 65766.785927 |
| 2 | 0.5 | 2 | 5 | -9.682954 | -10.200388 | -10.161860 | 6696 | 9746 | 2420 | 65738.291259 |
| 2 | 0.5 | 0.5 | 5 | -9.703609 | -10.210937 | -10.165809 | 6767 | 9891 | 2438 | 65775.320631 |
| 2 | 0.1 | 2 | 1 | -10.071895 | -10.327685 | -10.314681 | 6849 | 11720 | 2126 | 66266.518956 |