Complete result settings for MSWeb dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
Tree# | C | Max. EM Iteration | Train CLL | Validation CLL | Test CLL | Learning Time |
1 | 1.000000 | 20 | -1.277450 | -1.412751 | -1.364213 | 5394.479866 |
1 | 0.100000 | 10 | -1.431591 | -1.485535 | -1.459532 | 5511.225073 |
1 | 0.100000 | 20 | -1.431591 | -1.485535 | -1.459532 | 5494.901593 |
1 | 0.500000 | 10 | -1.310643 | -1.418136 | -1.373650 | 5529.660442 |
1 | 0.100000 | 50 | -1.431591 | -1.485535 | -1.459532 | 5576.760329 |
1 | 2.000000 | 50 | -1.254285 | -1.417699 | -1.371968 | 5474.128421 |
1 | 1.000000 | 50 | -1.277450 | -1.412751 | -1.364213 | 5596.903586 |
1 | 1.000000 | 10 | -1.277450 | -1.412751 | -1.364213 | 5631.890098 |
1 | 0.500000 | 20 | -1.310643 | -1.418136 | -1.373650 | 5665.563647 |
1 | 0.500000 | 50 | -1.310643 | -1.418136 | -1.373650 | 5705.912765 |
1 | 2.000000 | 20 | -1.254285 | -1.417699 | -1.371968 | 5756.290403 |
1 | 2.000000 | 10 | -1.254285 | -1.417699 | -1.371968 | 5878.235002 |
2 | 0.100000 | 10 | -1.399521 | -1.471187 | -1.446918 | 51563.708271 |
2 | 0.500000 | 10 | -1.251313 | -1.409126 | -1.368616 | 59082.688804 |
2 | 1.000000 | 10 | -1.209813 | -1.404610 | -1.366309 | 60866.759413 |
2 | 2.000000 | 10 | -1.177462 | -1.418188 | -1.382436 | 64507.598876 |