Complete result settings for Plants 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 | -5.689761 | -5.809690 | -5.794920 | 907.658730 |
1 | 0.050000 | 20 | -4.939032 | -5.109158 | -5.086501 | 899.181113 |
1 | 0.100000 | 20 | -4.807522 | -5.013944 | -4.974177 | 908.019223 |
1 | 0.500000 | 20 | -4.699724 | -4.936191 | -4.914672 | 914.639863 |
1 | 2.000000 | 20 | -4.685549 | -4.943288 | -4.919494 | 976.295320 |
1 | 1.000000 | 20 | -4.689528 | -4.939518 | -4.916454 | 965.795129 |
2 | 0.100000 | 10 | -4.665718 | -4.971100 | -4.917107 | 20631.627999 |
2 | 1.000000 | 10 | -4.480221 | -4.949048 | -4.894106 | 21698.136922 |
2 | 0.500000 | 10 | -4.495532 | -4.922781 | -4.868764 | 21930.968569 |
2 | 2.000000 | 10 | -4.465374 | -4.958015 | -4.899376 | 22519.124913 |
3 | 2.000000 | 10 | -4.286862 | -4.976775 | -4.944782 | 39863.871160 |
3 | 1.000000 | 10 | -4.290286 | -4.952514 | -4.897352 | 40284.315502 |
3 | 0.500000 | 10 | -4.340281 | -4.927386 | -4.869431 | 38678.450655 |
3 | 0.100000 | 10 | -4.563468 | -4.938196 | -4.882107 | 38094.134996 |
4 | 2.000000 | 10 | -4.120661 | -5.015817 | -4.974469 | 60810.005945 |
4 | 1.000000 | 10 | -4.143850 | -4.980117 | -4.935122 | 59975.234932 |
4 | 0.500000 | 10 | -4.215902 | -4.917214 | -4.865985 | 59757.819393 |
4 | 0.100000 | 10 | -4.468085 | -4.927835 | -4.882432 | 58985.411206 |