Complete result settings for KDDCup 2000 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 | 0.010000 | 20 | -1.185305 | -1.187097 | -1.067471 | 7108.575464 |
1 | 0.100000 | 20 | -1.106881 | -1.113639 | -1.006827 | 6951.686527 |
1 | 0.050000 | 20 | -1.116821 | -1.122210 | -1.012377 | 7059.899651 |
1 | 0.500000 | 20 | -1.098502 | -1.108874 | -1.007348 | 6988.860773 |
1 | 2.000000 | 20 | -1.096561 | -1.109709 | -1.010780 | 7788.862451 |
1 | 1.000000 | 20 | -1.097192 | -1.108660 | -1.009152 | 8284.060339 |