Complete result settings for Netflix 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 | -26.277591 | -26.514387 | -26.575466 | 1782.974147 |
| 1 | 0.500000 | 20 | -25.881398 | -26.215960 | -26.308827 | 1800.048496 |
| 1 | 0.050000 | 20 | -25.951305 | -26.254569 | -26.338579 | 1818.345539 |
| 1 | 0.100000 | 20 | -25.910046 | -26.225271 | -26.310694 | 1824.677163 |
| 1 | 2.000000 | 20 | -25.881217 | -26.216480 | -26.307578 | 2097.697702 |
| 1 | 1.000000 | 20 | -25.881551 | -26.216121 | -26.306736 | 2324.299789 |
| 2 | 0.100000 | 10 | -25.590881 | -26.340087 | -26.472653 | 27522.303583 |
| 2 | 2.000000 | 10 | -25.562076 | -26.422121 | -26.515167 | 27547.444736 |
| 2 | 0.500000 | 10 | -25.564703 | -26.394968 | -26.495800 | 27881.353669 |
| 2 | 1.000000 | 10 | -25.566670 | -26.380082 | -26.527066 | 27991.269759 |
| 3 | 2.000000 | 10 | -25.234326 | -26.644353 | -26.742670 | 50773.681602 |
| 3 | 1.000000 | 10 | -25.236386 | -26.651139 | -26.707409 | 50295.770321 |
| 3 | 0.500000 | 10 | -25.237580 | -26.613148 | -26.761345 | 50213.585240 |
| 3 | 0.100000 | 10 | -25.272946 | -26.518608 | -26.664608 | 49797.575700 |
| 4 | 2.000000 | 10 | -24.908796 | -26.879387 | -27.029848 | 80459.245158 |
| 4 | 1.000000 | 10 | -24.907521 | -26.892444 | -26.994596 | 77605.162578 |
| 4 | 0.500000 | 10 | -24.913914 | -26.842161 | -26.995432 | 79005.095831 |
| 4 | 0.100000 | 10 | -24.949992 | -26.727494 | -26.886234 | 78062.810918 |