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 | Train LL | Validation LL | Test LL | Node# | Edge# | Feature# | Learning Time |
10 | 0.1 | 2 | -56.510887 | -61.235002 | -56.612049 | 680283 | 1594994 | 3814 | 28728.285636 |
10 | 0.1 | 1 | -56.448012 | -61.060094 | -56.452288 | 730181 | 1719540 | 3944 | 41451.025485 |
10 | 0.1 | 0.1 | -56.361598 | -61.012617 | -56.366510 | 839343 | 1964749 | 4346 | 41536.166542 |
10 | 0.5 | 1 | -55.757892 | -60.512489 | -56.041407 | 845406 | 1975229 | 4216 | 50154.137411 |
10 | 0.5 | 2 | -55.801917 | -60.593043 | -56.008359 | 788825 | 1854763 | 4114 | 50100.489567 |
10 | 0.5 | 0.1 | -55.622512 | -60.663332 | -56.079529 | 821233 | 1904117 | 4574 | 59431.216081 |
2 | 0.5 | 0.1 | -55.610131 | -60.628414 | -56.106079 | 117667 | 249778 | 7534 | 75116.839504 |
2 | 0.5 | 2 | -54.769469 | -59.633044 | -55.354190 | 168058 | 371495 | 6324 | 75206.799827 |
2 | 0.5 | 1 | -54.499685 | -59.599975 | -55.120183 | 182557 | 405995 | 6710 | 75197.934175 |
2 | 0.1 | 1 | -55.161493 | -59.898337 | -55.349116 | 168797 | 372264 | 6582 | 75231.298103 |
5 | 0.5 | 0.1 | -55.650707 | -60.648951 | -55.968633 | 184214 | 410941 | 5928 | 75404.741736 |
5 | 0.1 | 0.1 | -55.787357 | -60.471207 | -55.801355 | 396903 | 910860 | 5838 | 75452.273510 |
2 | 0.1 | 0.1 | -55.896170 | -60.718513 | -56.048038 | 133424 | 285965 | 7692 | 75653.804872 |
2 | 0.1 | 2 | -55.080796 | -59.810418 | -55.354352 | 266645 | 605496 | 6318 | 75715.451500 |
5 | 0.5 | 1 | -54.909483 | -59.752528 | -55.278418 | 376542 | 870167 | 5326 | 75812.673721 |
5 | 0.1 | 2 | -55.370536 | -60.106600 | -55.594106 | 776132 | 1803851 | 4846 | 75987.021216 |
5 | 0.5 | 2 | -54.880449 | -59.687840 | -55.396053 | 767627 | 1785756 | 5132 | 76108.767708 |
5 | 0.1 | 1 | -55.493917 | -60.268939 | -55.644965 | 809209 | 1878812 | 4986 | 76306.983574 |