Complete result settings for WebKB dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
Standard Deviation | L1 Penalty | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
0.1 | 0.1 | -70.106670 | -77.651230 | -76.131195 | 596676 | 1376735 | 7684 | 16209.245820 |
0.5 | 0.1 | -70.061917 | -77.626783 | -76.100007 | 596676 | 1376735 | 7684 | 19262.974582 |
0.5 | 1 | -70.080963 | -77.445128 | -75.900145 | 596676 | 1376735 | 7684 | 30767.470633 |
0.1 | 0.5 | -70.043408 | -77.536558 | -75.986944 | 596676 | 1376735 | 7684 | 34310.109069 |
0.5 | 0.5 | -70.042326 | -77.529156 | -75.978590 | 596676 | 1376735 | 7684 | 35212.318913 |
0.1 | 1 | -70.087809 | -77.437124 | -75.902092 | 596676 | 1376735 | 7684 | 36610.039427 |
0.5 | 2 | -70.180545 | -77.334640 | -75.839793 | 596676 | 1376735 | 7684 | 51079.040804 |
0.1 | 2 | -70.158365 | -77.359080 | -75.842377 | 596676 | 1376735 | 7684 | 73470.864730 |