Complete result settings for MSNBC 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 | 0.5 | -1.544084 | -1.548626 | -1.559523 | 213127 | 431453 | 10034 | 5889.945591 |
0.5 | 0.5 | -1.544084 | -1.548626 | -1.559523 | 213127 | 431453 | 10034 | 8058.626902 |
0.5 | 1 | -1.544085 | -1.548627 | -1.559522 | 213127 | 431453 | 10034 | 8886.637025 |
0.1 | 2 | -1.544086 | -1.548627 | -1.559521 | 213127 | 431453 | 10034 | 9531.093053 |
0.5 | 2 | -1.544086 | -1.548627 | -1.559521 | 213127 | 431453 | 10034 | 9189.547976 |
0.1 | 1 | -1.544085 | -1.548627 | -1.559522 | 213127 | 431453 | 10034 | 11632.259627 |
0.5 | 0.1 | -1.544083 | -1.548625 | -1.559521 | 213127 | 431453 | 10034 | 9017.567120 |
0.1 | 0.1 | -1.544083 | -1.548625 | -1.559521 | 213127 | 431453 | 10034 | 9809.807682 |