Complete result settings for Retail 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 | 0.050000 | 20 | -4.930918 | -4.968064 | -4.987229 | 4312.568285 |
1 | 0.100000 | 20 | -4.815879 | -4.881516 | -4.898335 | 4287.378290 |
1 | 0.500000 | 20 | -4.658771 | -4.826414 | -4.839536 | 4227.783032 |
1 | 0.010000 | 20 | -5.484640 | -5.482825 | -5.519589 | 4711.370019 |
1 | 2.000000 | 20 | -4.612525 | -4.851445 | -4.874123 | 5228.476626 |
1 | 1.000000 | 20 | -4.628548 | -4.837719 | -4.850821 | 5391.095758 |
2 | 0.100000 | 10 | -4.762167 | -4.879146 | -4.894522 | 40720.414448 |
2 | 0.500000 | 10 | -4.553763 | -4.845599 | -4.854787 | 47586.797945 |
2 | 1.000000 | 10 | -4.504733 | -4.879742 | -4.888432 | 48205.610656 |
2 | 2.000000 | 10 | -4.475045 | -4.923887 | -4.926862 | 48835.734260 |
3 | 0.100000 | 10 | -4.716994 | -4.871653 | -4.887519 | 70372.529727 |
3 | 0.500000 | 10 | -4.460575 | -4.865222 | -4.869220 | 79857.704458 |
3 | 1.000000 | 10 | -4.400666 | -4.902412 | -4.917322 | 80663.814896 |
3 | 2.000000 | 10 | -4.361046 | -4.962859 | -4.990216 | 81917.416029 |