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 | Train LL | Validation LL | Test LL | Node# | Edge# | Feature# | Learning Time |
10 | 0.1 | 0.1 | -53.401781 | -53.748617 | -53.449007 | 836938 | 1953193 | 1932 | 20852.542931 |
10 | 0.1 | 2 | -53.384241 | -53.646203 | -53.357256 | 809511 | 1885969 | 1680 | 21416.232237 |
10 | 0.5 | 2 | -53.363129 | -53.639060 | -53.353024 | 835249 | 1957267 | 1704 | 21000.230478 |
10 | 0.1 | 1 | -53.580091 | -53.877395 | -53.576474 | 823264 | 1912008 | 2188 | 21414.292532 |
10 | 0.5 | 0.1 | -53.417511 | -53.765099 | -53.461501 | 840117 | 1943574 | 1890 | 23372.007914 |
10 | 0.5 | 1 | -53.440041 | -53.735971 | -53.461162 | 848055 | 1970146 | 1890 | 25732.830014 |
5 | 0.5 | 0.1 | -53.179053 | -53.614539 | -53.289232 | 822807 | 1924054 | 2722 | 30261.667526 |
5 | 0.1 | 2 | -53.148169 | -53.477890 | -53.201634 | 844220 | 1966865 | 2266 | 30124.362399 |
5 | 0.1 | 0.1 | -53.161157 | -53.556632 | -53.282883 | 849226 | 1975239 | 2654 | 35922.300979 |
5 | 0.5 | 2 | -53.121358 | -53.473562 | -53.192414 | 861073 | 1982670 | 2312 | 40348.505094 |
5 | 0.5 | 1 | -53.197555 | -53.618070 | -53.339702 | 844192 | 1941228 | 2926 | 43618.542973 |
5 | 0.1 | 1 | -53.275886 | -53.677028 | -53.374016 | 836447 | 1930436 | 2938 | 44145.442872 |
2 | 0.5 | 2 | -52.786627 | -53.308675 | -53.054133 | 854393 | 1981895 | 3894 | 66835.790414 |
2 | 0.1 | 2 | -52.828317 | -53.365487 | -53.052339 | 856354 | 1967551 | 3802 | 69589.686758 |
2 | 0.5 | 1 | -52.947008 | -53.588955 | -53.240031 | 458191 | 1041252 | 4752 | 75929.086024 |
2 | 0.1 | 1 | -53.027916 | -53.579911 | -53.296622 | 458460 | 1039961 | 4724 | 76067.712949 |
2 | 0.5 | 0.1 | -52.801784 | -53.529806 | -53.181414 | 441981 | 1015923 | 4772 | 76033.887092 |
2 | 0.1 | 0.1 | -52.776851 | -53.477259 | -53.103341 | 689426 | 1596957 | 4732 | 77162.772474 |