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 | Train LL | Validation LL | Test LL | Node# | Edge# | Feature# | Learning Time |
10 | 0.5 | 0.1 | -56.854292 | -57.062951 | -57.125649 | 802522 | 1848704 | 1784 | 17302.324646 |
10 | 0.1 | 2 | -56.846825 | -57.052846 | -57.091583 | 792968 | 1840181 | 1744 | 19360.843704 |
10 | 0.1 | 1 | -56.932084 | -57.125190 | -57.193599 | 773962 | 1781918 | 1692 | 20368.406530 |
10 | 0.5 | 1 | -56.930897 | -57.132945 | -57.216786 | 787309 | 1817901 | 1732 | 22127.914045 |
10 | 0.5 | 2 | -56.868302 | -57.067034 | -57.144139 | 793846 | 1842812 | 1720 | 24077.124720 |
10 | 0.1 | 0.1 | -56.858847 | -57.064823 | -57.138484 | 756689 | 1764895 | 1782 | 23948.702243 |
5 | 0.5 | 0.1 | -56.661038 | -56.963333 | -57.028078 | 837144 | 1944537 | 2548 | 38750.589015 |
5 | 0.1 | 0.1 | -56.691312 | -56.999665 | -57.037474 | 733245 | 1693402 | 2498 | 43835.665965 |
5 | 0.5 | 1 | -56.653308 | -56.960187 | -57.008915 | 843911 | 1943810 | 2568 | 44105.533939 |
5 | 0.5 | 2 | -56.655097 | -56.908882 | -56.997547 | 846983 | 1948255 | 2468 | 45152.509774 |
5 | 0.1 | 2 | -56.655304 | -56.917788 | -56.989865 | 699094 | 1592676 | 2504 | 45890.523579 |
5 | 0.1 | 1 | -56.627625 | -56.884989 | -56.964193 | 578278 | 1334757 | 2574 | 48129.804156 |
2 | 0.5 | 2 | -56.518105 | -56.904328 | -56.969063 | 572943 | 1306458 | 3996 | 76900.879288 |
2 | 0.1 | 0.1 | -56.544090 | -56.947033 | -57.014190 | 605785 | 1381211 | 4254 | 77299.933623 |
2 | 0.1 | 2 | -56.532536 | -56.889619 | -56.927805 | 625946 | 1436287 | 3718 | 77377.246869 |
2 | 0.1 | 1 | -56.482468 | -56.888607 | -56.930988 | 615020 | 1407255 | 3928 | 77323.810993 |
2 | 0.5 | 0.1 | -56.488221 | -56.891118 | -56.987228 | 606432 | 1373407 | 4206 | 77182.107535 |
2 | 0.5 | 1 | -56.502101 | -56.920095 | -56.969414 | 631828 | 1444974 | 4098 | 77279.854675 |